{"id":"W7117531580","doi":"10.1177/0032258x251411117","title":"Leadership deconstructed: Utilizing thematic analysis to explore how leadership is cultivated in Canadian law enforcement agencies","year":2025,"lang":"en","type":"article","venue":"The Police Journal Theory Practice and Principles","topic":"Policing Practices and Perceptions","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Roads University","funders":"","keywords":"Thematic analysis; Curriculum; Law enforcement; Qualitative analysis; Key (lock); Content analysis; Leadership style; Enforcement; Leadership studies","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.009533573,0.000494312,0.0004519732,0.005452276,0.01549533,0.008671233,0.001722629,0.0005727556,0.00122618],"category_scores_gemma":[0.01328052,0.0003196397,0.0003758048,0.007444337,0.0141332,0.002355478,0.004734261,0.001872282,0.00008785415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05299431,"about_ca_system_score_gemma":0.118197,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8513123,"about_ca_topic_score_gemma":0.922677,"domain_scores_codex":[0.9922448,0.003625514,0.0001991991,0.0003774774,0.001882939,0.001670051],"domain_scores_gemma":[0.9928892,0.003320808,0.0007865931,0.0002878197,0.001978632,0.0007369386],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001516058,0.00001891135,0.00847485,0.00009169635,0.000006100757,0.0002225046,0.9695509,0.00008598579,0.0007593152,0.005027206,0.0006562301,0.01509099],"study_design_scores_gemma":[0.000002316157,0.000009258973,0.01317778,0.0001668187,0.000007146542,0.00005633512,0.9708085,0.000203062,0.0002121332,0.0009257552,0.01442123,0.00000956116],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9622087,0.000818368,0.004663367,0.003154102,0.0000640589,0.0003480284,0.0001445659,0.00002386806,0.02857486],"genre_scores_gemma":[0.9918061,0.0006404371,0.002836496,0.0002814066,0.00001129147,0.00017588,0.0001047551,0.00002222387,0.004121342],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1486877,"threshold_uncertainty_score":0.3845024,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3452924366716164,"score_gpt":0.4204476369977109,"score_spread":0.07515520032609452,"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."}}