{"id":"W2063038848","doi":"10.1017/s0022215106003495","title":"ENT in general practice: training, experience and referral rates","year":2006,"lang":"en","type":"article","venue":"The Journal of Laryngology & Otology","topic":"Healthcare Systems and Technology","field":"Business, Management and Accounting","cited_by":69,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Referral; Global Positioning System; Otorhinolaryngology; Training (meteorology); General practice; Quarter (Canadian coin); Family medicine; Medical education; Surgery","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":[0.001244128,0.0001221824,0.0003703659,0.0003012819,0.0001009934,0.00002180653,0.0002695276,0.0001914206,0.00005636974],"category_scores_gemma":[0.0002705853,0.00008138591,0.00003597493,0.0002142791,0.0002852372,0.0004088822,0.0000984916,0.0004344487,0.00001103129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002336706,"about_ca_system_score_gemma":0.00004534037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004157363,"about_ca_topic_score_gemma":0.001574327,"domain_scores_codex":[0.9986925,0.00014975,0.0005942202,0.0001249901,0.0001006509,0.0003378878],"domain_scores_gemma":[0.9989165,0.0001681765,0.0006189232,0.0001461635,0.0001391672,0.00001104088],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008444306,0.0003440286,0.551551,0.0001347132,0.0001169043,0.001783952,0.003507774,0.0001034205,0.00676895,0.4032904,0.009078824,0.02247564],"study_design_scores_gemma":[0.002124966,0.0002835002,0.4944156,0.00004590374,0.00008349328,0.008508394,0.004828873,0.0004592361,0.0001255877,0.01994892,0.4688893,0.0002861895],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9759411,0.001013635,0.00006760714,0.01884482,0.0004620496,0.0001272815,2.569295e-7,0.00001773739,0.003525564],"genre_scores_gemma":[0.9959224,0.00007795985,0.0002283573,0.002944874,0.0007341646,0.000006967949,0.000001050306,0.00001061099,0.00007361159],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4598105,"threshold_uncertainty_score":0.6284717,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03064523800815022,"score_gpt":0.3066294616479132,"score_spread":0.2759842236397629,"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."}}