{"id":"W4389551676","doi":"10.1016/s1064-7406(23)00357-7","title":"Teaching Rhinoplasty to Residents","year":2000,"lang":"en","type":"article","venue":"Facial Plastic Surgery Clinics of North America","topic":"Digital Imaging in Medicine","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Rhinoplasty; Subject matter; Medical education; Nothing; Surgery; Nose; Curriculum; Pedagogy","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000377589,0.0002620725,0.0009309763,0.0003082496,0.0000784278,0.00001994341,0.0001719695,0.00006247174,0.0006455497],"category_scores_gemma":[0.010564,0.0002432525,0.0002417913,0.0004830314,0.0002306154,0.0001589771,0.0000586493,0.0004347175,0.0009997326],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004410551,"about_ca_system_score_gemma":0.0002632221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002222336,"about_ca_topic_score_gemma":0.00001926481,"domain_scores_codex":[0.9972433,0.00006993327,0.001027979,0.0004383578,0.0007384849,0.0004819847],"domain_scores_gemma":[0.9943419,0.00433343,0.000219896,0.0004577093,0.0001332861,0.0005137584],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006354296,0.0002559768,0.502762,0.00006520803,0.00006166817,0.0001137424,0.0001313727,0.0001819099,0.00001662436,8.384022e-7,0.01497897,0.4807963],"study_design_scores_gemma":[0.0005708062,0.0004929312,0.7995403,0.0004397205,0.0001172667,0.00003402187,0.00004269785,0.0003018862,0.00001599448,0.00001377388,0.1981615,0.0002690886],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9908174,0.00003976312,0.0003941122,0.0004890924,0.001242537,0.0002219657,0.00007857102,0.0001247968,0.006591714],"genre_scores_gemma":[0.9931047,0.00007356723,0.001289748,0.002520282,0.0004542252,0.00001128802,0.0001317078,0.00004897625,0.00236548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4805272,"threshold_uncertainty_score":0.9997781,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200877359679876,"score_gpt":0.3044224504183811,"score_spread":0.2824136768215824,"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."}}