{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","scholarly_communication"],"consensus_categories":["metaresearch","sts"],"category_scores_codex":[0.0536788,0.0001699086,0.0004247363,0.0009697549,0.002730392,0.002038571,0.002451068,0.0001876908,0.00005413069],"category_scores_gemma":[0.01055027,0.00009577979,0.00008158721,0.01216234,0.004123066,0.0008829181,0.0009085498,0.001889,0.00009051285],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002380148,"about_ca_system_score_gemma":0.0009877923,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001301609,"about_ca_topic_score_gemma":0.000487042,"domain_scores_codex":[0.9830639,0.002465139,0.0009045583,0.001160662,0.01115163,0.001254143],"domain_scores_gemma":[0.9899745,0.004001466,0.0002786561,0.0008174031,0.004347388,0.0005806015],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"qualitative","study_design_scores_codex":[0.001763585,0.0006305997,0.0907042,0.0004922557,0.00004013014,0.000204879,0.1115441,0.001099002,0.5471011,0.08086544,0.08986765,0.07568695],"study_design_scores_gemma":[0.0009763842,0.002926376,0.04201131,0.000493544,0.0000098405,0.0001211062,0.8999561,0.0195177,0.01490281,0.01059554,0.007942781,0.0005464987],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890894,0.002648367,0.0004598121,0.003970802,0.0006647896,0.001206906,0.00001645251,0.00003487178,0.001908624],"genre_scores_gemma":[0.996783,0.000003143557,0.0000623594,0.00005188973,0.0001878003,0.00003289536,2.829057e-7,0.00001112597,0.002867528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.788412,"threshold_uncertainty_score":0.9989974,"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."}}