{"id":"W3048864786","doi":"10.1002/sres.2732","title":"Leadership within action research: Surfacing the collective nature of leadership","year":2020,"lang":"en","type":"article","venue":"Systems Research and Behavioral Science","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Situated; Conversation; Shared leadership; Action (physics); Leadership studies; Public relations; Psychology; Sociology; Leadership style; Management; Political science; Computer science; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"design_other","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1178687,0.0005060707,0.0009286379,0.005832977,0.007757111,0.02272336,0.001957376,0.003345241,0.003368087],"category_scores_gemma":[0.08756693,0.0006628228,0.0006929461,0.003246962,0.07201689,0.01862127,0.01606641,0.006181885,0.0002954705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004757843,"about_ca_system_score_gemma":0.007255043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001500364,"about_ca_topic_score_gemma":0.002237985,"domain_scores_codex":[0.784066,0.1931231,0.002771473,0.005788067,0.01060305,0.003648368],"domain_scores_gemma":[0.7525395,0.2102669,0.009636735,0.01517536,0.007552347,0.004829106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005270917,0.00009284473,0.008498,0.001081856,0.00011093,0.0006242331,0.4596078,0.0005354876,0.0009217832,0.4490769,0.002617975,0.07677953],"study_design_scores_gemma":[0.00006123479,0.0003126892,0.01033656,0.002842902,0.00008104576,0.001322961,0.4342729,0.002257785,0.001182196,0.4250706,0.1221526,0.0001065572],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.353824,0.02363773,0.2029018,0.1548266,0.002260011,0.0004086001,0.00005497144,0.0003434597,0.2617428],"genre_scores_gemma":[0.9888529,0.001064617,0.007512206,0.001239216,0.0002125893,0.00009186494,0.00000668142,0.00004084054,0.0009790828],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1178687,"threshold_uncertainty_score":0.6233567,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9201556031969375,"score_gpt":0.6030691763850061,"score_spread":0.3170864268119313,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}