{"id":"W2208680446","doi":"10.1186/s40463-015-0114-2","title":"Evaluating the referral preferences and consultation requests of primary care physicians with otolaryngology – head and neck surgery","year":2015,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Care; Western University","funders":"","keywords":"Otorhinolaryngology; Referral; Head and neck surgery; Medicine; Primary care; Head and neck; General surgery; Family medicine; Medical physics; Medical emergency; Surgery","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":[0.002124063,0.0001733439,0.0001766144,0.0007345512,0.0008196595,0.0007965155,0.0003283647,0.0005661726,0.003530923],"category_scores_gemma":[0.01953226,0.0001804895,0.0002057864,0.001029876,0.0005234094,0.0004590886,0.0004803524,0.0003298095,0.0004867736],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002254916,"about_ca_system_score_gemma":0.002609454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05487684,"about_ca_topic_score_gemma":0.1161998,"domain_scores_codex":[0.9973472,0.0008787286,0.0002955529,0.0001415284,0.000891023,0.0004459616],"domain_scores_gemma":[0.9886573,0.004601916,0.00332585,0.0001734998,0.001930085,0.001311389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001399726,0.0001072888,0.9882945,0.00006532525,0.00001911855,0.0004423778,0.003241223,0.00004680162,0.0003938719,0.0000150482,0.0004843425,0.006750102],"study_design_scores_gemma":[0.00001105792,0.0002293272,0.9906879,0.00003020902,0.00001355065,0.0008221201,0.007232867,0.0002247824,0.0001340393,0.00001893254,0.0005870473,0.000008175622],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988397,0.0001004918,0.00003568905,0.0001676283,0.000002749252,0.00002037896,0.00007038572,0.000002479047,0.0007604762],"genre_scores_gemma":[0.9994511,0.0001136029,0.0001113668,0.00007819638,0.000005780807,0.00001052542,0.00006001451,0.000001016502,0.000168316],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05487684,"threshold_uncertainty_score":0.1091148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07894646476847676,"score_gpt":0.3132698629556602,"score_spread":0.2343233981871834,"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."}}