{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001810458,0.0008907345,0.000463163,0.001607011,0.003351229,0.006212684,0.0008159069,0.003403203,0.4017853],"category_scores_gemma":[0.01205406,0.0004463315,0.0004571856,0.001052349,0.001226866,0.003145854,0.004884379,0.005328794,0.2813037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001794272,"about_ca_system_score_gemma":0.0101979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002979762,"about_ca_topic_score_gemma":0.010731,"domain_scores_codex":[0.9967189,0.0004020605,0.0001662159,0.0003779578,0.001811463,0.0005233531],"domain_scores_gemma":[0.9877393,0.0005701653,0.0003491238,0.0006937048,0.003980997,0.006666673],"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":[0.000005168559,0.00001554357,0.0001660923,0.00002834654,0.000001153616,0.0001140726,0.00004341984,0.00001371831,0.00005973674,0.001874348,0.9566266,0.04105181],"study_design_scores_gemma":[0.000002376554,0.000006601765,0.0001701371,0.00005973747,6.51344e-7,0.0003341415,0.0001122528,0.00001422535,0.00001749695,0.0006921702,0.9985873,0.000003089031],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.001179999,0.006503179,0.002129921,0.07865044,0.08468022,0.000148784,0.0003633451,0.0007557524,0.8255883],"genre_scores_gemma":[0.005082259,0.00337769,0.001158526,0.0191282,0.007778071,0.00006330076,0.0001733674,0.0001833746,0.9630553],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4017853,"threshold_uncertainty_score":0.8532807,"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."}}