{"id":"W1978152001","doi":"10.1016/j.otc.2010.02.022","title":"Rhinologic Surgical Training","year":2010,"lang":"en","type":"article","venue":"Otolaryngologic Clinics of North America","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Mount Sinai Hospital","funders":"","keywords":"Rhinology; Medicine; Accreditation; Medical physics; Otorhinolaryngology; Medical education; General surgery; 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":[0.0005827756,0.0005628805,0.000245813,0.001195645,0.002081828,0.001008576,0.0005971967,0.0007273683,0.4224982],"category_scores_gemma":[0.001428889,0.0002414111,0.000365332,0.0006008029,0.0003858855,0.0005625795,0.001957008,0.0008919124,0.1364989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008121626,"about_ca_system_score_gemma":0.005289376,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00225392,"about_ca_topic_score_gemma":0.01578254,"domain_scores_codex":[0.9994438,0.00005603153,0.00002487024,0.00008187539,0.0002015181,0.0001918675],"domain_scores_gemma":[0.9977577,0.00008351584,0.00007657123,0.0001034606,0.0004782675,0.001500457],"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":[0.0001212268,0.0005079313,0.0098637,0.0002389048,0.00001053309,0.0007435353,0.0002575804,0.0001598107,0.004042881,0.001832429,0.6724266,0.3097948],"study_design_scores_gemma":[0.00002299328,0.0001377797,0.02892654,0.0001411862,0.000007243076,0.001509295,0.0003367632,0.000100851,0.0005324161,0.0003503468,0.9679252,0.000009436325],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02336109,0.002560071,0.0008472221,0.01088479,0.00508617,0.0002776175,0.001267912,0.0005944948,0.9551206],"genre_scores_gemma":[0.04622213,0.002899041,0.001192608,0.003299642,0.001467656,0.0001075091,0.001034842,0.0001045885,0.9436719],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4224982,"threshold_uncertainty_score":0.8237362,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04493085671876718,"score_gpt":0.326359497518674,"score_spread":0.2814286407999069,"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."}}