{"id":"W3175215388","doi":"10.7759/cureus.15946","title":"Predictive Value of Credit Score on Surgery Resident and Fellow Academic and Professional Performance","year":2021,"lang":"en","type":"article","venue":"Cureus","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Accreditation; Graduate medical education; Context (archaeology); United States Medical Licensing Examination; Medical education; Interquartile range; Family medicine; Medical school; Surgery","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001303123,0.0002681968,0.0001875889,0.001569885,0.000370643,0.0006812426,0.0003317815,0.0004779313,0.005630225],"category_scores_gemma":[0.01141569,0.0001198449,0.0002752878,0.001119882,0.0004314098,0.0004067877,0.0006904076,0.0005269111,0.0004723019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003423669,"about_ca_system_score_gemma":0.0006266258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006509189,"about_ca_topic_score_gemma":0.00688437,"domain_scores_codex":[0.9992365,0.0001875001,0.00008152084,0.00009335346,0.0002547095,0.0001465653],"domain_scores_gemma":[0.9896691,0.00261306,0.003844127,0.0002420555,0.001132871,0.002498867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001896413,0.0000230292,0.9987473,0.000002044494,0.000004244337,0.00001363808,0.00001988282,0.00003773874,0.00001726362,0.000009352955,0.00009465322,0.001011852],"study_design_scores_gemma":[0.000001695614,0.00006365811,0.9990761,0.000005610166,0.000003755064,0.00009570744,0.0001877288,0.0003746156,0.00002527418,0.00003443198,0.0001289662,0.000002408359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984926,0.0000569105,0.00007581871,0.0001043049,0.0000100877,0.000008867483,0.0002957626,0.000005930624,0.0009495746],"genre_scores_gemma":[0.9994686,0.00003448916,0.00009136664,0.000009771937,0.000009775255,0.000004884787,0.0002328612,0.00000133589,0.0001468954],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006509189,"threshold_uncertainty_score":0.01883501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04313452916209344,"score_gpt":0.3044038971485378,"score_spread":0.2612693679864444,"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."}}