{"design_id":"D06","units":[{"unit":"U1","human_action":{"present":false,"basis":"none","quote":""},"machine_action":{"present":true,"basis":"implied","quote":"Normalize paper and author records"},"control_acts":[],"output":{"named":false,"quote":""}},{"unit":"U2","human_action":{"present":false,"basis":"none","quote":""},"machine_action":{"present":true,"basis":"implied","quote":"Create an author-paper bipartite network"},"control_acts":[],"output":{"named":true,"quote":"Create an author-paper bipartite network"}},{"unit":"U3","human_action":{"present":true,"basis":"explicit","quote":"The analyst should be able to adjust:"},"machine_action":{"present":true,"basis":"implied","quote":"Run several methods and compare results"},"control_acts":[{"type":"SET","object":"Time-window length","basis":"explicit","quote":"The analyst should be able to adjust:\n\n- Time-window length","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"SET","object":"Minimum edge weight","basis":"explicit","quote":"The analyst should be able to adjust:\n\n- Minimum edge weight","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"SET","object":"Resolution parameter","basis":"explicit","quote":"The analyst should be able to adjust:\n\n- Resolution parameter","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"SET","object":"Minimum community size","basis":"explicit","quote":"The analyst should be able to adjust:\n\n- Minimum community size","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"SET","object":"Whether repeated collaboration is required","basis":"explicit","quote":"The analyst should be able to adjust:\n\n- Whether repeated collaboration is required","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"SET","object":"Inclusion/exclusion of single-paper authors","basis":"explicit","quote":"The analyst should be able to adjust:\n\n- Inclusion/exclusion of single-paper authors","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""}],"output":{"named":false,"quote":""}},{"unit":"U4","human_action":{"present":true,"basis":"explicit","quote":"Allow the analyst to click a transition and inspect the authors and papers responsible for it"},"machine_action":{"present":true,"basis":"implied","quote":"calculate similarity using weighted membership overlap"},"control_acts":[{"type":"JUDGE","object":"authors and papers responsible for a transition","basis":"explicit","quote":"inspect the authors and papers responsible for it","evidence_stated":true,"evidence_quote":"the authors and papers","criterion_stated":true,"criterion_quote":"responsible for it"}],"output":{"named":false,"quote":""}},{"unit":"U5","human_action":{"present":true,"basis":"explicit","quote":"The analyst should be able to inspect and alter these thresholds"},"machine_action":{"present":true,"basis":"implied","quote":"classify an author as a core member"},"control_acts":[{"type":"SET","object":"core definition","basis":"implied","quote":"define a core using a combination of:","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"SET","object":"thresholds","basis":"explicit","quote":"The analyst should be able to inspect and alter these thresholds","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""}],"output":{"named":false,"quote":""}},{"unit":"U6","human_action":{"present":true,"basis":"explicit","quote":"Manual expert labeling of top topic clusters"},"machine_action":{"present":true,"basis":"implied","quote":"Build a paper text representation"},"control_acts":[{"type":"ANNOTATE","object":"top topic clusters","basis":"explicit","quote":"Manual expert labeling of top topic clusters","evidence_stated":null,"evidence_quote":"","criterion_stated":null,"criterion_quote":""},{"type":"JUDGE","object":"topic labels","basis":"explicit","quote":"Require analyst review of topic labels","evidence_stated":true,"evidence_quote":"topic labels","criterion_stated":false,"criterion_quote":""}],"output":{"named":true,"quote":"Build a paper text representation"}},{"unit":"U7","human_action":{"present":true,"basis":"explicit","quote":"The analyst should inspect individual publication trajectories before assigning an interpretation"},"machine_action":{"present":true,"basis":"implied","quote":"Display this as a matrix and as an inter-community network"},"control_acts":[{"type":"JUDGE","object":"individual publication trajectories","basis":"explicit","quote":"The analyst should inspect individual publication trajectories before assigning an interpretation","evidence_stated":true,"evidence_quote":"individual publication trajectories","criterion_stated":false,"criterion_quote":""}],"output":{"named":true,"quote":"Display this as a matrix and as an inter-community network"}},{"unit":"U8","human_action":{"present":false,"basis":"none","quote":""},"machine_action":{"present":true,"basis":"implied","quote":"create an evidence panel"},"control_acts":[],"output":{"named":true,"quote":"create an evidence panel"}},{"unit":"U9","human_action":{"present":true,"basis":"implied","quote":"Inspect members, leaders, papers, topics, and metrics"},"machine_action":{"present":true,"basis":"implied","quote":"Build an analyst-facing visual workspace"},"control_acts":[{"type":"JUDGE","object":"members, leaders, papers, topics, and metrics","basis":"implied","quote":"Inspect members, leaders, papers, topics, and metrics","evidence_stated":true,"evidence_quote":"members, leaders, papers, topics, and metrics","criterion_stated":false,"criterion_quote":""},{"type":"JUDGE","object":"candidate merge, split, or dissolution events","basis":"implied","quote":"Examine candidate merge, split, or dissolution events","evidence_stated":true,"evidence_quote":"candidate merge, split, or dissolution events","criterion_stated":false,"criterion_quote":""}],"output":{"named":true,"quote":"Build an analyst-facing visual workspace"}},{"unit":"U10","human_action":{"present":true,"basis":"explicit","quote":"Ask visualization researchers to review:"},"machine_action":{"present":false,"basis":"none","quote":""},"control_acts":[{"type":"JUDGE","object":"Community labels","basis":"explicit","quote":"Community labels","evidence_stated":true,"evidence_quote":"Community labels","criterion_stated":false,"criterion_quote":""},{"type":"JUDGE","object":"Key leaders","basis":"explicit","quote":"Key leaders","evidence_stated":true,"evidence_quote":"Key leaders","criterion_stated":false,"criterion_quote":""},{"type":"JUDGE","object":"Representative papers","basis":"explicit","quote":"Representative papers","evidence_stated":true,"evidence_quote":"Representative papers","criterion_stated":false,"criterion_quote":""},{"type":"JUDGE","object":"Major claimed mergers/splits","basis":"explicit","quote":"Major claimed mergers/splits","evidence_stated":true,"evidence_quote":"Major claimed mergers/splits","criterion_stated":false,"criterion_quote":""},{"type":"JUDGE","object":"Interpretation of emerging topics","basis":"explicit","quote":"Interpretation of emerging topics","evidence_stated":true,"evidence_quote":"Interpretation of emerging topics","criterion_stated":false,"criterion_quote":""}],"output":{"named":false,"quote":""}}],"loops":[{"id":"L1","units":["UNCLEAR"],"cue_quote":"Repeat analyses across:","redefines":["PARAMETERS_CRITERIA","DATA_SCOPE","MODEL"],"redefines_basis":"explicit","trigger_stated":false,"trigger_quote":"","exit_stated":false,"exit_quote":"","decided_by":"unstated"}],"parameters":[{"id":"P1","name":"five-year rolling window","unit":"U2","tuned":true,"initial_value_stated":true,"range_or_rule_stated":false,"set_by":"unstated","quote":"A five-year rolling window is a reasonable initial choice, but it should be adjustable interactively.","detail_quote":"A five-year rolling window is a reasonable initial choice"},{"id":"P2","name":"Minimum edge weight","unit":"U3","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"H","quote":"The analyst should be able to adjust:\n\n- Minimum edge weight","detail_quote":""},{"id":"P3","name":"Resolution parameter","unit":"U3","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"H","quote":"The analyst should be able to adjust:\n\n- Resolution parameter","detail_quote":""},{"id":"P4","name":"Minimum community size","unit":"U3","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"H","quote":"The analyst should be able to adjust:\n\n- Minimum community size","detail_quote":""},{"id":"P5","name":"Whether repeated collaboration is required","unit":"U3","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"H","quote":"The analyst should be able to adjust:\n\n- Whether repeated collaboration is required","detail_quote":""},{"id":"P6","name":"Inclusion/exclusion of single-paper authors","unit":"U3","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"H","quote":"The analyst should be able to adjust:\n\n- Inclusion/exclusion of single-paper authors","detail_quote":""},{"id":"P7","name":"threshold","unit":"U5","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"unstated","quote":"Have membership above a chosen threshold in the community","detail_quote":""},{"id":"P8","name":"citation threshold","unit":"U9","tuned":false,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"unstated","quote":"citation threshold","detail_quote":""},{"id":"P9","name":"edge-weighting schemes","unit":"U10","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"unstated","quote":"Different edge-weighting schemes","detail_quote":""},{"id":"P10","name":"Inclusion/exclusion of weak or one-off ties","unit":"U10","tuned":true,"initial_value_stated":false,"range_or_rule_stated":false,"set_by":"unstated","quote":"Inclusion/exclusion of weak or one-off ties","detail_quote":""}],"branches":[{"id":"B1","unit":"U3","type":"HYPOTHESES_COMPARED","outcomes_stated":true,"quote":"Run several methods and compare results"},{"id":"B2","unit":"U3","type":"CONDITIONAL_PATH","outcomes_stated":true,"quote":"A community that appears only under one narrow parameter setting should be treated cautiously"},{"id":"B3","unit":"U5","type":"CONDITIONAL_PATH","outcomes_stated":true,"quote":"classify an author as a core member if they:"},{"id":"B4","unit":"U10","type":"HYPOTHESES_COMPARED","outcomes_stated":true,"quote":"Repeat analyses across:\n\n- Different time-window widths\n- Different edge-weighting schemes\n- Multiple community detection algorithms\n- Different resolution parameters\n- Inclusion/exclusion of weak or one-off ties\n\nA robust community should recur across reasonable choices."},{"id":"B5","unit":"U10","type":"HYPOTHESES_COMPARED","outcomes_stated":false,"quote":"Whether apparent communities are simply conference-specific or truly collaborative groups"}],"global_statements":[],"uncertain":[{"unit":"U1","item":"manual inspection","reason":"The text names \"manual inspection\" but does not state a human agent performing the inspection."},{"unit":"U4","item":"community lineage graph output","reason":"\"Display a community lineage graph\" does not use the specified \"as a <named view>\" output cue."},{"unit":"U10","item":"repeat analyses across alternative specifications","reason":"The text explicitly says \"Repeat analyses\" but does not specify the repeated workflow units or whether alternatives are sequential rounds."}]}