{"id":"W3174569107","doi":"10.1177/08404704211027182","title":"A case study of change and innovation: Addiction and Mental Health Kingston, Frontenac, Lennox, and Addington","year":2021,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Health Sciences Centre","funders":"","keywords":"Mental health; Chief executive officer; Corporate governance; Addiction; Stakeholder; Service (business); Officer; Public relations; Business; Management; Psychology; Psychiatry; Medicine; Political science; Marketing; Law; Finance; Economics","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":[0.004865909,0.0003548861,0.0005219225,0.001106096,0.02720875,0.004225036,0.002240217,0.00437781,0.003647768],"category_scores_gemma":[0.007632077,0.0004418104,0.0006332201,0.002044713,0.009874096,0.00258428,0.006982378,0.005247327,0.0002456274],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0193154,"about_ca_system_score_gemma":0.02112601,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2156631,"about_ca_topic_score_gemma":0.4659235,"domain_scores_codex":[0.9921619,0.005177995,0.0001625862,0.0002643033,0.0009854297,0.001247731],"domain_scores_gemma":[0.9930564,0.002936541,0.0004122141,0.0003143907,0.0007418821,0.002538679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007111176,0.0008399887,0.01839775,0.0002554959,0.00002635312,0.03271707,0.8628504,0.0003662041,0.0005909171,0.03868861,0.01847628,0.02671989],"study_design_scores_gemma":[0.00003931917,0.0002318881,0.01039064,0.0004358954,0.00002257466,0.00839423,0.8557242,0.0005980697,0.0003618686,0.003087493,0.1206693,0.00004450994],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8783167,0.002585442,0.002327571,0.05224669,0.0003747417,0.0003985189,0.0000753734,0.00002986791,0.06364502],"genre_scores_gemma":[0.9758542,0.0017816,0.002606767,0.004090737,0.00006423936,0.0001834725,0.00003036777,0.00002051761,0.01536826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7843369,"threshold_uncertainty_score":0.4288157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2372302815699983,"score_gpt":0.4471999177247336,"score_spread":0.2099696361547352,"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."}}