{"id":"W4412061859","doi":"10.61503/jhhss/v3i1.64","title":"Enhancing Clinic Performance through AI Integration, Strategic Leadership, and Regulatory Compliance: Evidence from a Canadian Healthcare Enterprise","year":2025,"lang":"en","type":"article","venue":"Journal of Humanities Health and Social Sciences","topic":"Quality and Safety in Healthcare","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Milton District Hospital","funders":"","keywords":"Compliance (psychology); Business; Health care; Knowledge management; Strategic leadership; Accounting; Process management; Public relations; Strategic planning; Marketing; Psychology; Political science; Computer science","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":[0.008380802,0.0003383029,0.0004304547,0.001883016,0.008062072,0.004518108,0.001592594,0.0007043563,0.002246223],"category_scores_gemma":[0.02726726,0.0003310677,0.000462455,0.005327579,0.003541334,0.001325144,0.00278538,0.001414866,0.0002230892],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.08359733,"about_ca_system_score_gemma":0.179439,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9824242,"about_ca_topic_score_gemma":0.9928238,"domain_scores_codex":[0.9897445,0.002176339,0.0003592942,0.0006418494,0.00489958,0.002178479],"domain_scores_gemma":[0.9577581,0.0123431,0.006082535,0.001135974,0.01505814,0.007622147],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003964796,0.0008298937,0.8102493,0.0007530514,0.0001941101,0.0004967914,0.07050311,0.0009090276,0.0004657774,0.004691825,0.009055485,0.101455],"study_design_scores_gemma":[0.00005874861,0.0002301499,0.9158775,0.0005389505,0.0001194987,0.0000776997,0.06796921,0.001107118,0.0002515757,0.0003594463,0.01332972,0.00008046395],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981868,0.001125429,0.0003199635,0.003464136,0.00001946244,0.00009933006,0.0003595869,0.00001279446,0.01273132],"genre_scores_gemma":[0.9969857,0.00109262,0.0003921303,0.0004159287,0.000006476694,0.00002275957,0.0001475273,0.000007198443,0.0009296105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08359733,"threshold_uncertainty_score":0.6065439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4889089852197508,"score_gpt":0.5148285599652964,"score_spread":0.02591957474554563,"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."}}