{"id":"W2902165136","doi":"10.20344/amp.11299","title":"What Do You Do With a Doctor that Does Not Make It into Specialist Training?","year":2018,"lang":"en","type":"editorial","venue":"Acta Médica Portuguesa","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute; University of Toronto; St. Michael's Hospital","funders":"","keywords":"Training (meteorology); Medical education; Psychology; Computer science; Medicine; Geography","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":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001691945,0.0009201912,0.001416536,0.0006864024,0.0003129432,0.0005451353,0.0008474907,0.002000656,0.007156348],"category_scores_gemma":[0.005203247,0.0006368939,0.0002447246,0.0008460964,0.001284686,0.0006000779,0.0001858884,0.002466457,0.0002639834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007471298,"about_ca_system_score_gemma":0.003763431,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000136876,"about_ca_topic_score_gemma":0.0001938108,"domain_scores_codex":[0.9925474,0.0001078338,0.0011107,0.00150723,0.00381244,0.0009143793],"domain_scores_gemma":[0.9944013,0.0004414795,0.001076659,0.00209617,0.001517603,0.0004667456],"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":[0.0004845817,0.0002839438,0.0001046699,0.000371414,0.0003469861,0.0001789708,0.003896208,1.331049e-8,0.00005024503,0.0001349756,0.9422655,0.05188253],"study_design_scores_gemma":[0.001788206,0.0006471278,0.0002831187,0.003251338,0.0006266163,0.00005938789,0.004885408,0.000002414476,0.0001279705,0.0001463055,0.9874043,0.0007778439],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.005669491,0.000347304,0.00003524573,0.02760815,0.9504864,0.001239872,0.0001593664,0.0002716634,0.01418257],"genre_scores_gemma":[0.007549528,0.002160644,0.003265853,0.004370206,0.9300928,0.0002664136,0.004911745,0.0002789041,0.04710387],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.05110469,"threshold_uncertainty_score":0.9998349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02350579546520086,"score_gpt":0.3258858779101945,"score_spread":0.3023800824449936,"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."}}