{"id":"W6926543006","doi":"10.25384/sage.13536665","title":"Supplemental Material, sj-pdf-1-caj-10.1177_0846537120981581 - Diagnostic Radiology Residency Assessment Tools: A Scoping Review","year":2021,"lang":"en","type":"article","venue":"Sage Journals Data","topic":"Microbial Natural Products and Biosynthesis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Residency training; Diagnostic test; MEDLINE; Graduate medical education; Competency assessment","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001889656,0.0003024807,0.000950449,0.00009437382,0.0002150979,0.0002212973,0.0005911255,0.0001321464,0.307627],"category_scores_gemma":[0.005148102,0.000231423,0.0001407014,0.000323578,0.0000774975,0.0006061457,0.0008443806,0.0004746635,0.0003570352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278446,"about_ca_system_score_gemma":0.0009178722,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004340731,"about_ca_topic_score_gemma":0.00007776842,"domain_scores_codex":[0.9966803,0.0004916841,0.001068914,0.0007715636,0.0004384785,0.0005490134],"domain_scores_gemma":[0.9969921,0.0005493049,0.0003708523,0.001626082,0.0002120525,0.0002496308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00007288118,0.0003088232,0.0007050788,0.005977244,0.0003569924,0.002898829,0.00002118011,1.538845e-7,0.2696693,0.000006501943,0.6266222,0.09336077],"study_design_scores_gemma":[0.003962691,0.0007597723,0.01674953,0.6207329,0.00306628,0.01657797,0.000286305,0.00001642823,0.1304509,0.0002191061,0.2057382,0.001439908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01997205,0.8649542,0.000144281,0.09992939,0.001943211,0.002714303,0.008641488,0.0001006629,0.001600402],"genre_scores_gemma":[0.02528813,0.9479022,0.007977001,0.007180043,0.00213797,0.00001062143,0.007130689,0.00005774504,0.002315614],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6147556,"threshold_uncertainty_score":0.9437155,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08181086622463175,"score_gpt":0.3855001731694794,"score_spread":0.3036893069448477,"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."}}