{"id":"W4322762063","doi":"10.2196/preprints.46835","title":"Exploring Current Practices, Needs, and Barriers for Expanding Distributed Medical Education and Scholarship in Psychiatry: Protocol for an Environmental Scan Using a Formal Information Search Approach and Explanatory Design (Preprint)","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Izaak Walton Killam Health Centre; Nova Scotia Health Authority; Saint John Regional Hospital; Dalhousie University","funders":"","keywords":"Scholarship; Protocol (science); Medical education; Public relations; Knowledge management; Medicine; Psychology; Political science; Sociology; Computer science; Alternative medicine","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":[0.1599067,0.002587146,0.003020267,0.006026112,0.006742256,0.005657303,0.003724747,0.007780293,0.06392192],"category_scores_gemma":[0.1929446,0.00411948,0.003467453,0.005735277,0.005936199,0.006415613,0.005681318,0.009280982,0.0154749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01307185,"about_ca_system_score_gemma":0.04350967,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003834594,"about_ca_topic_score_gemma":0.006955758,"domain_scores_codex":[0.8862807,0.0830162,0.01706585,0.003496797,0.006378996,0.003761519],"domain_scores_gemma":[0.8289685,0.09536912,0.01204709,0.01977715,0.04014727,0.003690823],"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":[0.0305197,0.00877494,0.004562709,0.06898503,0.0005984564,0.003836447,0.1095843,0.01135658,0.006691899,0.1087937,0.3614587,0.2848375],"study_design_scores_gemma":[0.03370949,0.00745136,0.01089511,0.04615514,0.0004221353,0.0006699316,0.06730381,0.01028647,0.009017522,0.05555444,0.7576603,0.0008743199],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.00116738,0.00007021034,0.006585674,0.0008715132,0.0002732635,0.9885576,0.001295779,0.00007636314,0.001102241],"genre_scores_gemma":[0.0005949008,0.00004520185,0.005011436,0.0002006148,0.00001447867,0.9937948,0.00008548111,0.000005189616,0.0002478654],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.1599067,"threshold_uncertainty_score":0.8456774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4006960055683773,"score_gpt":0.5319521829165597,"score_spread":0.1312561773481823,"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."}}