{"id":"W4403424086","doi":"10.46747/cfp.7010617","title":"Approach to otitis externa","year":2024,"lang":"en","type":"review","venue":"Canadian Family Physician","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Hotel Dieu Hospital; Queen's University","funders":"","keywords":"Otitis; Computer science; Data science; World Wide Web; Medicine; Surgery","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001276834,0.0005584751,0.001839475,0.0008161914,0.00007510573,0.00009066274,0.0002776574,0.0003397973,0.000009930719],"category_scores_gemma":[0.00001998929,0.0004834349,0.0007615861,0.0009550487,0.00005875072,0.00005153684,0.00004517162,0.0007663642,0.008035229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006491817,"about_ca_system_score_gemma":0.00262958,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004784314,"about_ca_topic_score_gemma":0.001962945,"domain_scores_codex":[0.9977401,0.00005971029,0.0004212626,0.0007351983,0.0002835047,0.0007601827],"domain_scores_gemma":[0.9973907,0.00003659342,0.00006863681,0.0007245211,0.00005089028,0.001728587],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[6.371325e-7,0.00001959983,7.331337e-7,0.007618337,0.0001577881,0.0005077847,0.00002945445,6.921879e-8,3.049539e-7,0.0005474382,0.2123978,0.7787201],"study_design_scores_gemma":[0.00005280642,0.00003816804,0.00003356811,0.01924114,0.00132465,0.00002817177,0.00003468245,0.000001778556,2.080776e-7,0.0000322808,0.9787709,0.0004417228],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000002088639,0.6375308,0.000004663148,0.00004509728,0.0014769,0.0006745492,0.0002810521,0.00006895049,0.3599159],"genre_scores_gemma":[0.000006872986,0.9499446,0.0001726885,0.03564531,0.002340358,0.000175198,0.0005993294,0.0002071555,0.01090855],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7782784,"threshold_uncertainty_score":0.9997618,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05923484391744998,"score_gpt":0.3002640336478253,"score_spread":0.2410291897303753,"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."}}