{"id":"W4238644343","doi":"10.2196/preprints.12474","title":"Development and Evaluation of the Online Addiction Medicine Certificate: Free Novel Program in a Canadian Setting (Preprint)","year":2018,"lang":"en","type":"preprint","venue":"","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; British Columbia Centre on Substance Use","funders":"","keywords":"Certificate; Medicine; Addiction; Test (biology); Family medicine; Addiction medicine; Medical education; Health care; Psychology; Psychiatry; 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":[0.01052336,0.0004874998,0.0004625403,0.001004535,0.004167835,0.001845556,0.002049075,0.000667442,0.007670222],"category_scores_gemma":[0.01162475,0.000403222,0.0007354316,0.001014937,0.001082803,0.0007322294,0.002491388,0.001151099,0.001244284],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02940326,"about_ca_system_score_gemma":0.1364116,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7015879,"about_ca_topic_score_gemma":0.8902324,"domain_scores_codex":[0.99672,0.0008922486,0.00009315629,0.0002311007,0.0009889062,0.001074517],"domain_scores_gemma":[0.9835939,0.001038877,0.0004484787,0.0003601369,0.004798135,0.009760445],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.003065291,0.04820006,0.1355696,0.001718843,0.0001026594,0.00140483,0.02495442,0.001882861,0.006919992,0.001525703,0.09886642,0.6757893],"study_design_scores_gemma":[0.002652298,0.02364216,0.7933955,0.001465234,0.0001615488,0.000243998,0.0317898,0.002709893,0.004455769,0.0003831134,0.138812,0.000288626],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9519419,0.0003135665,0.00217122,0.00352828,0.0005949273,0.01945173,0.002480673,0.0003112819,0.01920646],"genre_scores_gemma":[0.9089702,0.001310081,0.03868399,0.002978159,0.0002426476,0.01441059,0.003820635,0.0001410838,0.02944267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7015879,"threshold_uncertainty_score":0.6003389,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.204845113464215,"score_gpt":0.4500817599246437,"score_spread":0.2452366464604287,"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."}}