{"id":"W3045169627","doi":"10.18260/1-2--35790","title":"Work In-Progress: Mental Health Initiatives and TAO at the University of Windsor","year":2024,"lang":"en","type":"article","venue":"","topic":"Mental Health and Patient Involvement","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"University of Windsor","keywords":"Windsor; Mental health; Work (physics); Computer science; Engineering; Engineering ethics; Engineering management; Psychology; Environmental science; Psychiatry; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.007685062,0.0003243273,0.0003243428,0.001379192,0.02198042,0.01145731,0.001810228,0.001654816,0.01262506],"category_scores_gemma":[0.008989196,0.0004870925,0.0003589364,0.001386577,0.00882485,0.003933649,0.01260706,0.005643902,0.001092662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02368733,"about_ca_system_score_gemma":0.05729048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2373378,"about_ca_topic_score_gemma":0.541858,"domain_scores_codex":[0.9906221,0.002941004,0.0002680765,0.0005487196,0.002544484,0.003075563],"domain_scores_gemma":[0.9684767,0.001707489,0.001510556,0.0005303705,0.002855246,0.02491971],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001677028,0.00138879,0.1458278,0.0004196329,0.00005418485,0.001589413,0.4688218,0.0001490032,0.001430303,0.01340708,0.1772029,0.1895415],"study_design_scores_gemma":[0.0000146303,0.0002231166,0.1110546,0.000583705,0.0000149875,0.0002645729,0.5892936,0.00009856073,0.0004818472,0.0006987074,0.2971828,0.00008887576],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.80445,0.003051412,0.0005050144,0.1083885,0.001731918,0.0001861511,0.0002914062,0.0001559754,0.08123959],"genre_scores_gemma":[0.949504,0.002662659,0.0007604384,0.006073304,0.0001992768,0.0001087609,0.0001734742,0.00008578126,0.04043232],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.2373378,"threshold_uncertainty_score":0.4719127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1439757687319724,"score_gpt":0.4179609928684011,"score_spread":0.2739852241364287,"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."}}