{"id":"W2884422957","doi":"10.1186/s40463-018-0293-8","title":"Consultation diagnoses and procedures billed among recent graduates practicing general otolaryngology – head & neck surgery in Ontario, Canada","year":2018,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; Health Sciences Centre; Hospital for Sick Children; Toronto General Hospital; University Health Network; Toronto East General Hospital; Institute for Clinical Evaluative Sciences; Sinai Health System; Sunnybrook Health Science Centre","funders":"","keywords":"Otorhinolaryngology; Head and neck surgery; Medicine; Head and neck; General surgery; Medical diagnosis; Family medicine; Surgery; Radiology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004799078,0.0002345337,0.0001788026,0.001575566,0.001332017,0.0006472548,0.0008133089,0.0004150225,0.002613414],"category_scores_gemma":[0.003153529,0.0003295653,0.0003789773,0.003205828,0.0006403023,0.0003682511,0.0007654951,0.0005601475,0.0002046713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02601146,"about_ca_system_score_gemma":0.03231521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9858069,"about_ca_topic_score_gemma":0.9933199,"domain_scores_codex":[0.9988036,0.0000406653,0.00009438407,0.0001431697,0.000635293,0.0002828352],"domain_scores_gemma":[0.9956417,0.0002452591,0.001499655,0.00006845895,0.001246969,0.001297992],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003263419,0.00002046762,0.989648,0.00008811415,0.00002070683,0.0001834906,0.0008110365,0.0001065829,0.0003096559,0.00007589094,0.003017474,0.005685932],"study_design_scores_gemma":[0.000002978236,0.00001417759,0.9977111,0.0000337063,0.000006309606,0.00009168913,0.000723607,0.0001394207,0.00003016148,0.000005830047,0.001236307,0.000004633036],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833776,0.001168695,0.0001492681,0.001127333,0.00002851086,0.00008191037,0.01002758,0.00003195647,0.004007178],"genre_scores_gemma":[0.9945965,0.001013616,0.0003597764,0.0003071808,0.00001840878,0.00002766766,0.002411655,0.000008319166,0.001256966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02601146,"threshold_uncertainty_score":0.1887273,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249331984570378,"score_gpt":0.2985005457976748,"score_spread":0.256007225951971,"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."}}