{"id":"W4403837224","doi":"10.1097/gox.0000000000006224","title":"Comparing Different Pathways in Medical Education and Surgical Training: A Global Survey of Surgeons","year":2024,"lang":"en","type":"article","venue":"Plastic & Reconstructive Surgery Global Open","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mandate; Medicine; Medical education; Family medicine; Work (physics); Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.001288079,0.000251392,0.001035755,0.0001424791,0.00004785658,0.0001026069,0.0001367582,0.0001774931,0.0006207483],"category_scores_gemma":[0.003147936,0.0002094435,0.0001310351,0.0008932167,0.0002972111,0.0001809996,0.0001777185,0.0002627298,0.000009112561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025753,"about_ca_system_score_gemma":0.001990381,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001750797,"about_ca_topic_score_gemma":0.001811687,"domain_scores_codex":[0.9974693,0.0003381307,0.0008038383,0.0005281012,0.0004875861,0.0003730463],"domain_scores_gemma":[0.9944903,0.004614957,0.0001129544,0.0001479485,0.0001379738,0.0004958854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005167991,0.0002174119,0.8528988,0.00007413157,0.0001074838,0.0002129871,0.00008724212,0.000007345572,4.966388e-7,0.006231687,0.00005065307,0.139595],"study_design_scores_gemma":[0.001449608,0.0000467141,0.9878692,0.00136297,0.00004626382,0.001040866,0.0003705447,0.006085777,0.000003370373,0.001178645,0.0003465858,0.0001994517],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9822868,0.0005099504,0.00007805139,0.0001153461,0.00129046,0.0003250266,0.000144037,0.00005024409,0.01520004],"genre_scores_gemma":[0.9996078,0.00004720191,0.00007025812,0.00004534062,0.00004676231,0.0000226242,0.0001395276,0.00001176032,0.000008740624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1393955,"threshold_uncertainty_score":0.8540858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09421545871219257,"score_gpt":0.3472033385515129,"score_spread":0.2529878798393204,"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."}}