{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000899168,0.00009708309,0.0001484922,0.0009568708,0.0002957095,0.000584331,0.0002923732,0.0006530776,0.002263758],"category_scores_gemma":[0.008065515,0.000218261,0.0001741762,0.00109516,0.0004805833,0.0008393672,0.0006979813,0.0003916846,0.0006335111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005990684,"about_ca_system_score_gemma":0.0003849539,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01021848,"about_ca_topic_score_gemma":0.01678795,"domain_scores_codex":[0.9987128,0.000447635,0.0001535247,0.00011088,0.0003794427,0.0001956873],"domain_scores_gemma":[0.9955807,0.0009509345,0.001941868,0.0001179817,0.000419257,0.0009891352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004330026,0.00004080135,0.9931628,0.00002551908,0.000007895097,0.00041069,0.00170282,0.00003141155,0.0001361841,0.0000180908,0.0003009999,0.004119553],"study_design_scores_gemma":[0.000003398193,0.00009658498,0.9965644,0.00001868049,0.000003310508,0.0008297656,0.002111548,0.00007167073,0.00001568252,0.00001304471,0.0002682691,0.000003750782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987,0.0003093693,0.00002362196,0.0001937471,0.000003638888,0.0000052517,0.00008256843,0.000003507242,0.0006781567],"genre_scores_gemma":[0.9994969,0.0002029133,0.00002775465,0.00005172139,0.000004817776,0.000003251084,0.00004251366,0.000001141891,0.0001689798],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01021848,"threshold_uncertainty_score":0.02031797,"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."}}