{"id":"W4221120058","doi":"10.1176/appi.pn.2022.04.4.42","title":"What Do IMGs Need and How Can They Be Supported?","year":2022,"lang":"en","type":"article","venue":"Psychiatric News","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Session (web analytics); Library science; Table of contents; Psychology; Quarter (Canadian coin); Medical education; Medicine; Psychiatry; History","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006989507,0.0002514789,0.0003853106,0.0002216389,0.002063308,0.00006011348,0.0003170956,0.0001419391,0.002601418],"category_scores_gemma":[0.00005009021,0.0002334345,0.0000615442,0.0006805382,0.00003570043,0.0002174033,0.0003627237,0.001020243,0.00006297931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002604371,"about_ca_system_score_gemma":0.000439289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004863663,"about_ca_topic_score_gemma":0.003466178,"domain_scores_codex":[0.9967996,0.0007536686,0.0004566993,0.0005109688,0.0004987477,0.0009802928],"domain_scores_gemma":[0.9983233,0.0002688556,0.0003479079,0.0005911089,0.0000754726,0.0003933099],"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":[0.0001600175,0.0001230881,0.2302048,0.0002769483,0.00003176946,0.00001669169,0.01482403,0.000007972923,0.00002985805,0.005759724,0.7349333,0.0136318],"study_design_scores_gemma":[0.001351163,0.0002377207,0.006961574,0.00005326542,0.00004564927,0.00001542155,0.1190117,0.00001982354,0.000002081812,0.00343354,0.8685779,0.0002901262],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7778641,0.01006478,0.000006766319,0.1900677,0.009580961,0.001884165,0.0001318465,0.0002567221,0.010143],"genre_scores_gemma":[0.957558,0.004575856,0.000496437,0.01786438,0.0008775422,0.0004321877,0.00009216672,0.00006794096,0.01803544],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2232432,"threshold_uncertainty_score":0.9992359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03523423778132675,"score_gpt":0.3808285987868882,"score_spread":0.3455943610055615,"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."}}