{"id":"W4404890365","doi":"10.1007/978-3-031-62825-2_3","title":"Revolutionizing Mental Health in Policing Through Resiliency and Transformational Leadership","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Government of Ontario","funders":"","keywords":"Transformational leadership; Psychology; Mental health; Social psychology; Psychotherapist","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":[0.0006323357,0.0004363893,0.0001820756,0.0004668361,0.002144383,0.00379757,0.0005350339,0.001545552,0.01354068],"category_scores_gemma":[0.000857707,0.0001035605,0.0001736608,0.0005162676,0.005277428,0.002735585,0.002001962,0.003655075,0.002633548],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00220141,"about_ca_system_score_gemma":0.003860205,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00455291,"about_ca_topic_score_gemma":0.01476417,"domain_scores_codex":[0.9997001,0.0001354579,0.000004818433,0.00001874776,0.00007529266,0.00006566648],"domain_scores_gemma":[0.9997575,0.0001102537,0.00001594245,0.0000153278,0.00003261397,0.00006831557],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007304865,0.00004285645,0.0001323114,0.00009082399,0.000002970728,0.00005641966,0.00323962,0.0002173939,0.0001211669,0.7210504,0.1925018,0.08253685],"study_design_scores_gemma":[0.000004377061,0.00001416743,0.0004498517,0.00038769,0.000002256647,0.00009243411,0.004460066,0.0001378272,0.0001243411,0.2555273,0.7387928,0.000006785904],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002547309,0.03089417,0.003716474,0.07003463,0.004038037,0.00003966103,0.00003314909,0.00008200255,0.8886146],"genre_scores_gemma":[0.1476285,0.04690569,0.007595171,0.0323035,0.003179427,0.0001506881,0.00007579714,0.0001577533,0.7620035],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01354068,"threshold_uncertainty_score":0.0452981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1050241182049661,"score_gpt":0.396377002337615,"score_spread":0.2913528841326489,"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."}}