{"id":"W1996683392","doi":"10.1001/archsurg.136.8.860","title":"The Surgeon as Professional","year":2001,"lang":"en","type":"article","venue":"Archives of Surgery","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Surgery; General surgery","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002130294,0.0001054092,0.0001984841,0.0001808199,0.001166144,0.00001026269,0.0002642564,0.00006074147,0.001271927],"category_scores_gemma":[0.003085205,0.00007090175,0.0001243683,0.0002844518,0.0002931706,0.0001872142,0.000199433,0.0005806337,0.0009052993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003098599,"about_ca_system_score_gemma":0.001434188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006029652,"about_ca_topic_score_gemma":0.00003570717,"domain_scores_codex":[0.9971783,0.001039153,0.0005467493,0.0001966351,0.0004647609,0.0005743615],"domain_scores_gemma":[0.9817582,0.01726489,0.0002893874,0.0004334617,0.00009656467,0.0001575401],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003575315,0.0001523634,0.921249,0.00006584379,0.00002790613,0.000009186187,0.0020645,3.407987e-7,0.0004105214,0.002716112,0.0129605,0.05998619],"study_design_scores_gemma":[0.0001022369,0.000008049111,0.7193948,0.0001101679,0.000004312953,0.00000777388,0.005085767,0.00001465327,0.00007747208,0.005808956,0.2693188,0.00006695963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8846326,0.0005774243,0.00001013764,0.008991694,0.001911062,0.0003723024,0.000006321338,0.00003690498,0.1034615],"genre_scores_gemma":[0.9172224,0.002641721,0.00003682287,0.0005661882,0.0003095855,0.0001745965,0.00003362907,0.00002821274,0.07898679],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2563584,"threshold_uncertainty_score":0.9998726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1118108860237933,"score_gpt":0.4856139644699675,"score_spread":0.3738030784461742,"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."}}