{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001735905,0.0002633941,0.0005436562,0.000548919,0.001613715,0.00002553558,0.00006761583,0.0001383462,0.00005198603],"category_scores_gemma":[0.00003872416,0.000272185,0.00002305114,0.0008531857,0.00007077165,0.0002647008,0.0006936212,0.0004429132,0.00000333154],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002388916,"about_ca_system_score_gemma":0.0001133188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01288409,"about_ca_topic_score_gemma":0.02227019,"domain_scores_codex":[0.9960174,0.0009802488,0.001177126,0.0006982809,0.0003820858,0.0007448564],"domain_scores_gemma":[0.9984103,0.0001029016,0.0005392637,0.0004128982,0.0002697972,0.0002648075],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001914419,0.0006315646,0.1376849,0.01080646,0.0003090302,0.0008455228,0.06809729,1.978786e-7,0.000004584434,0.08663002,0.02105955,0.6737394],"study_design_scores_gemma":[0.00465865,0.001679748,0.05836224,0.001245909,0.00006403999,0.0002411179,0.6927161,0.0001570577,0.000002130278,0.0004722439,0.2400125,0.0003882271],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8865662,0.004670236,0.0001387619,0.1010733,0.0008036759,0.005664417,0.0001159444,0.000135059,0.0008324386],"genre_scores_gemma":[0.9785416,0.004294477,0.0005717676,0.01493839,0.0001192468,0.0005638911,0.0001187623,0.00003560344,0.0008162248],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6733512,"threshold_uncertainty_score":0.9999731,"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."}}