{"id":"W4402819921","doi":"10.2196/preprints.44368","title":"Psychological Health and Wellness and the Impact of a Supportive Text Messaging Program (Wellness4MDs) Among Physicians and Medical Learners in Canada: Protocol for a Longitudinal Study (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Social Media in Health Education","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Protocol (science); Psychology; Longitudinal study; Medical education; Gerontology; Medicine; Computer science; World Wide Web; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02285694,0.002243584,0.002764258,0.00262948,0.00648605,0.002884852,0.002615409,0.002270506,0.02485184],"category_scores_gemma":[0.01495679,0.001993626,0.003910221,0.003734139,0.00160217,0.001640228,0.001973476,0.003607349,0.003410026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02463816,"about_ca_system_score_gemma":0.09507482,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2072528,"about_ca_topic_score_gemma":0.3015888,"domain_scores_codex":[0.989076,0.005220757,0.001812962,0.0009284209,0.001322502,0.001639441],"domain_scores_gemma":[0.9868063,0.001560029,0.001439696,0.001063657,0.007193597,0.00193656],"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":[0.1433622,0.08011795,0.08460135,0.03482768,0.001971392,0.002544805,0.02774826,0.01342687,0.01065699,0.01342043,0.2244138,0.3629083],"study_design_scores_gemma":[0.1544326,0.06557453,0.3284961,0.01623671,0.001522991,0.0003226214,0.02201752,0.008049293,0.008531253,0.006464501,0.3871557,0.001196181],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005949065,0.0001171945,0.0007929117,0.0001790344,0.00009331208,0.9890815,0.002959087,0.00002573525,0.0008020931],"genre_scores_gemma":[0.002539077,0.00009731139,0.001704097,0.0001147448,0.00001619485,0.9945675,0.0005642633,0.000002648838,0.0003941107],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.7927473,"threshold_uncertainty_score":0.4120929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1550457018455912,"score_gpt":0.511538110068289,"score_spread":0.3564924082226978,"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."}}