{"id":"W4416148246","doi":"10.1093/pch/pxaf102","title":"Otoscopy-based diagnosis of paediatric acute otitis media: An evaluation of guideline adherence","year":2025,"lang":"en","type":"article","venue":"Paediatrics & Child Health","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"","keywords":"Guideline; Acute otitis media; Medical prescription; Otitis; Myringotomy; Health care; Retrospective cohort study; MEDLINE","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":[0.008342939,0.0001860366,0.0005022173,0.002363685,0.0003696074,0.0009951764,0.0007398257,0.0005809657,0.0007879742],"category_scores_gemma":[0.03979278,0.0001931347,0.0005907434,0.002904305,0.0004726528,0.000755484,0.0009394787,0.0007291189,0.0001026358],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008089122,"about_ca_system_score_gemma":0.00105513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009412425,"about_ca_topic_score_gemma":0.008631736,"domain_scores_codex":[0.9835668,0.005366024,0.004041938,0.0008337139,0.005672585,0.0005189654],"domain_scores_gemma":[0.9459324,0.01477122,0.03091522,0.0009501494,0.006128858,0.001302149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000164091,0.0000117501,0.9982144,0.00002502196,0.00003243547,0.00004152644,0.00008725938,0.00002105166,0.00002271026,0.000006824484,0.0000551578,0.001465497],"study_design_scores_gemma":[0.000003251901,0.0000843279,0.9985074,0.00005375376,0.00003339439,0.0003875772,0.0003132146,0.0003913105,0.00006525809,0.000009254505,0.000147152,0.000004177953],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954818,0.001598377,0.0003702527,0.0002935061,0.00002588381,0.00005853351,0.0004255107,0.00001274265,0.001733283],"genre_scores_gemma":[0.9989033,0.0003034786,0.0004612223,0.00004746733,0.00001819033,0.00002513119,0.0001975903,0.000002047805,0.00004150908],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009412425,"threshold_uncertainty_score":0.04412222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03165001609768102,"score_gpt":0.3549785032224468,"score_spread":0.3233284871247658,"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."}}