{"id":"W4220958171","doi":"10.7202/1087050ar","title":"Field Testing A Campus Preparation Mental Health Resource","year":2022,"lang":"en","type":"article","venue":"McGill Journal of Education / Revue des sciences de l éducation de McGill","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Dalhousie University; St. Francis Xavier University","funders":"St. Francis Xavier University","keywords":"Mental health; Resource (disambiguation); Bachelor; Mental health literacy; Literacy; Medical education; Bachelor degree; Psychology; Medicine; Mathematics education; Pedagogy; Political science; Mental illness; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.009317584,0.000688402,0.0005285612,0.0008955252,0.002732139,0.00157156,0.002093583,0.001686541,0.01197393],"category_scores_gemma":[0.01638355,0.0008852627,0.0006605696,0.000409281,0.001576996,0.001643708,0.001847779,0.002379063,0.002180861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002361572,"about_ca_system_score_gemma":0.007574914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01107089,"about_ca_topic_score_gemma":0.02118079,"domain_scores_codex":[0.9960424,0.001962805,0.0001728339,0.0004406411,0.0006265169,0.000754825],"domain_scores_gemma":[0.9814415,0.007872198,0.0007278684,0.001741118,0.004673534,0.003543795],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"nonrandomized_trial","study_design_gemma":"observational","study_design_scores_codex":[0.009240435,0.4828517,0.1005799,0.001878182,0.0001385202,0.001880595,0.07530688,0.001887214,0.03068103,0.003035266,0.01433016,0.2781901],"study_design_scores_gemma":[0.009818898,0.4486294,0.2678812,0.001156425,0.0003539538,0.0006695327,0.1426943,0.004969255,0.0360612,0.003837696,0.08354921,0.0003790156],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9812041,0.00002249886,0.001217633,0.0005395963,0.00008853911,0.008890184,0.0003034153,0.00007428246,0.007659835],"genre_scores_gemma":[0.9361839,0.0001571825,0.02569965,0.00204714,0.00007902101,0.0182525,0.000738269,0.00004112733,0.01680136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01197393,"threshold_uncertainty_score":0.04927671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3708260285698521,"score_gpt":0.5036651295324166,"score_spread":0.1328391009625645,"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."}}