{"id":"W4319790742","doi":"10.1002/ohn.299","title":"Need for Tympanostomy Tubes in Children With Recurrent Acute Otitis Media Without Middle Ear Effusion","year":2023,"lang":"en","type":"article","venue":"Otolaryngology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Izaak Walton Killam Health Centre; Dalhousie University","funders":"","keywords":"Tympanostomy tube; Medicine; Otorhinolaryngology; Otitis; Effusion; Interquartile range; Pediatrics; Confidence interval; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0005311595,0.000302398,0.0004030806,0.0006908218,0.0005494634,0.0006586554,0.0004366433,0.0006443377,0.002482069],"category_scores_gemma":[0.00368869,0.0002171886,0.0004426482,0.000762445,0.0006213975,0.0007946922,0.0004648912,0.0007040909,0.0002452888],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004479634,"about_ca_system_score_gemma":0.0008040713,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001496948,"about_ca_topic_score_gemma":0.002120043,"domain_scores_codex":[0.9991351,0.0001301299,0.0001359364,0.0001345047,0.0002381534,0.000226225],"domain_scores_gemma":[0.9972186,0.0005444952,0.001736017,0.00006000176,0.00009701943,0.00034395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004324493,0.00002641383,0.9935656,0.00002954921,0.00001215926,0.004171894,0.00009727938,0.00001572975,0.0002005427,0.00001780123,0.00008649683,0.001733304],"study_design_scores_gemma":[0.00001401189,0.0003103512,0.9459394,0.00006776873,0.00004185587,0.05168573,0.001150198,0.0001204078,0.0002453853,0.00002487812,0.0003932305,0.00000667563],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981853,0.001029835,0.00006860733,0.00008061378,0.00001347531,0.00001275448,0.00007661106,0.000006584335,0.0005262261],"genre_scores_gemma":[0.9993254,0.0003375809,0.0001205073,0.00003240666,0.00002501634,0.00000989263,0.00008920758,0.000001716282,0.00005838008],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002482069,"threshold_uncertainty_score":0.008303285,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01791431395354008,"score_gpt":0.261264943371215,"score_spread":0.2433506294176749,"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."}}