{"id":"W4289530115","doi":"10.2196/preprints.41521","title":"Canada’s Student Mental Health Network: Protocol for a Comprehensive Program Evaluation (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Health, psychology, and well-being","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Toronto Metropolitan University; Queen's University","funders":"","keywords":"Mental health; Formative assessment; Summative assessment; Medical education; Psychology; Data collection; Mental health literacy; Mental distress; Promotion (chess); Mental illness; Applied psychology; Medicine; Psychiatry; Pedagogy; Political science; Sociology","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":[0.1008003,0.004500003,0.005745611,0.007024513,0.009429847,0.008213849,0.004163663,0.004991296,0.2476494],"category_scores_gemma":[0.1123045,0.00591388,0.004783358,0.009750214,0.003810269,0.004657245,0.004011602,0.008200896,0.04046639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02944027,"about_ca_system_score_gemma":0.1100346,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07195499,"about_ca_topic_score_gemma":0.1041179,"domain_scores_codex":[0.9426511,0.03444639,0.008307877,0.003630422,0.00727127,0.003692943],"domain_scores_gemma":[0.8865176,0.02763454,0.009113229,0.01434194,0.0566528,0.005739962],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04208168,0.005787194,0.002398149,0.07168986,0.0007457733,0.0005291743,0.005844285,0.005859222,0.002330076,0.01950192,0.6863167,0.1569158],"study_design_scores_gemma":[0.09855004,0.005487032,0.01848713,0.04616554,0.0005689109,0.0001401588,0.004827619,0.004108079,0.003138737,0.01311552,0.8047671,0.0006440785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.0002394551,0.00005744511,0.001086006,0.0001961924,0.0001602733,0.9898592,0.006750658,0.00009945476,0.001551436],"genre_scores_gemma":[0.0002499008,0.00003406696,0.001241677,0.00007099847,0.000008479574,0.9975744,0.0004237718,0.000007880823,0.0003888833],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.928045,"threshold_uncertainty_score":0.8284698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2381203231918728,"score_gpt":0.5896340319704835,"score_spread":0.3515137087786107,"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."}}