{"id":"W2894241215","doi":"10.1007/s40596-018-0986-3","title":"Evaluating the Impact of an Innovative Public Speaking Competition to Promote Psychiatry as a Career Option for Ghanaian Medical Students","year":2018,"lang":"en","type":"article","venue":"Academic Psychiatry","topic":"Mental Health Treatment and Access","field":"Psychology","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"Alberta Health; University of Alberta; Alberta Health Services","funders":"","keywords":"Competition (biology); Workforce; Mental health; Public health; Psychology; Medical education; Psychiatry; Focus group; Medicine; Nursing; Political science; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00244971,0.0002721528,0.000307139,0.0002423961,0.000444489,0.00004801881,0.001118538,0.0003788522,0.0008514681],"category_scores_gemma":[0.0001229265,0.0001893699,0.0001193695,0.0008853964,0.0001479431,0.00029907,0.0001393764,0.0005642411,0.0001370632],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001691092,"about_ca_system_score_gemma":0.000408916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005960236,"about_ca_topic_score_gemma":0.0002988934,"domain_scores_codex":[0.9967783,0.0003112935,0.000783429,0.0005543219,0.0009562242,0.0006164057],"domain_scores_gemma":[0.9983557,0.00008275162,0.0004857406,0.000453667,0.0003255327,0.0002966227],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002631743,0.002297453,0.6666954,0.0001957517,0.0009055293,0.000001723939,0.01720739,0.000005239179,0.0005622121,0.06713554,0.007068078,0.235294],"study_design_scores_gemma":[0.00898978,0.01694227,0.9360356,0.001213523,0.0001717762,0.0001082758,0.00670369,0.001339258,0.000122764,0.02658879,0.001042952,0.0007413044],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846503,0.0002584205,0.0004061393,0.007642552,0.003350454,0.002184727,0.0000477696,0.00006460879,0.001395087],"genre_scores_gemma":[0.9913131,0.000005249621,0.00302658,0.002732504,0.00231846,0.0003528282,0.000110023,0.00004390211,0.00009738133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2693402,"threshold_uncertainty_score":0.9322979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1165249241846935,"score_gpt":0.5295891632716142,"score_spread":0.4130642390869207,"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."}}