{"id":"W2771343344","doi":"10.1002/ace.20260","title":"Fostering Collaborative Leadership Through Playbuilding","year":2017,"lang":"en","type":"article","venue":"New Directions for Adult and Continuing Education","topic":"Youth Development and Social Support","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Royal Roads University","funders":"","keywords":"Collaborative leadership; Shared leadership; Pedagogy; Educational leadership; Leadership; Sociology; Instructional leadership; Public relations; Leadership development; Psychology; Leadership style; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003049769,0.0009370976,0.0002637908,0.001167217,0.004540022,0.00440331,0.001859852,0.001195605,0.005789011],"category_scores_gemma":[0.005312286,0.0003157947,0.0005882748,0.0003938674,0.006327438,0.002544021,0.01289387,0.002532389,0.001258979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192221,"about_ca_system_score_gemma":0.002701459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001550461,"about_ca_topic_score_gemma":0.003824958,"domain_scores_codex":[0.9961203,0.00251548,0.00005791011,0.0002371804,0.000469165,0.0005999524],"domain_scores_gemma":[0.9947084,0.001974645,0.0005179446,0.0005808856,0.0003518958,0.001866152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002522052,0.003233706,0.01189673,0.001345409,0.0001527137,0.003728371,0.1849877,0.003490544,0.02227196,0.1870472,0.06882311,0.5127704],"study_design_scores_gemma":[0.000301555,0.001122299,0.01521433,0.00215138,0.0001531756,0.00539903,0.1473905,0.01073998,0.01272863,0.1580243,0.6465757,0.0001990514],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4078326,0.002253518,0.2591702,0.02795887,0.001354299,0.0008421431,0.000111002,0.002883231,0.2975942],"genre_scores_gemma":[0.9312205,0.0006772069,0.05123256,0.0008972466,0.0001122748,0.0004098225,0.00004175842,0.0001276947,0.01528092],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005789011,"threshold_uncertainty_score":0.01936615,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08274977859626076,"score_gpt":0.379662947606456,"score_spread":0.2969131690101952,"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."}}