{"id":"W2991038994","doi":"10.1002/jls.21660","title":"Collective Leadership Practices: Creating Responsive, Inclusive, Participatory and Representative Decision‐Making","year":2019,"lang":"en","type":"article","venue":"Journal of Leadership Studies","topic":"Organizational Leadership and Management Strategies","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University; Regent Park Community Health Centre","funders":"Brescia University College","keywords":"Sociology; Citizen journalism; Library science; Media studies; Management; Political science; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001524983,0.0003004336,0.0005913856,0.000688308,0.0004483355,0.0003661979,0.0002928278,0.00008881307,0.0001234677],"category_scores_gemma":[0.008291461,0.000251728,0.000119255,0.000899918,0.0003005083,0.003136095,0.0003041594,0.0004197455,0.00008417881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000202447,"about_ca_system_score_gemma":0.0001959872,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001643745,"about_ca_topic_score_gemma":0.0000770978,"domain_scores_codex":[0.9976473,0.0001216884,0.0007161899,0.0003619177,0.0007096277,0.0004432089],"domain_scores_gemma":[0.9936013,0.00261409,0.0023418,0.0001931216,0.001221512,0.00002814006],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.006672018,0.0006345455,0.6933317,0.005467028,0.005455566,0.0006477639,0.1343832,0.001699154,0.001664563,0.05650682,0.08634523,0.007192373],"study_design_scores_gemma":[0.001787006,0.0001785635,0.07233291,0.001404214,0.0004954428,0.00003686614,0.9070503,0.0001726216,0.0001162487,0.0107309,0.00521833,0.0004766232],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9223794,0.01169641,0.0005485981,0.03739579,0.001809901,0.0009743449,0.000002517919,0.000123269,0.0250698],"genre_scores_gemma":[0.9910915,0.0001128064,0.0009159695,0.005259342,0.00097494,0.000007999918,0.00000105169,0.00004015024,0.001596272],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7726671,"threshold_uncertainty_score":0.9999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2462887113918976,"score_gpt":0.3867710193542993,"score_spread":0.1404823079624017,"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."}}