{"id":"W2755830545","doi":"10.1002/lary.26889","title":"Clinical predictors of multiple tympanostomy tube placements in Ontario children","year":2017,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; Hotel Dieu Hospital; Queen's University","funders":"Ontario Ministry of Health and Long-Term Care","keywords":"Tympanostomy tube; Medicine; Surgery; Otitis","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007586392,0.0001117567,0.0003743273,0.000043415,0.0001038593,0.00001448848,0.0002817829,0.0001015067,0.0003537628],"category_scores_gemma":[0.0007663023,0.00007441206,0.0001063256,0.00003753736,0.0002223029,0.00009875213,0.000140736,0.0004115073,0.000086835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003661914,"about_ca_system_score_gemma":0.0002112456,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02114035,"about_ca_topic_score_gemma":0.05317948,"domain_scores_codex":[0.9988562,0.00007830883,0.0004173,0.0001896275,0.0002384577,0.0002201121],"domain_scores_gemma":[0.998781,0.0001639307,0.0001826873,0.0007258672,0.00004218903,0.0001043544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002186492,0.0001700611,0.9957764,0.000008920317,0.00007780688,0.00001979222,0.0002935436,7.619717e-7,0.0001170794,0.00001087867,0.002390312,0.0009158397],"study_design_scores_gemma":[0.002193772,0.0001656684,0.9932058,0.0002383681,0.00005309607,0.00001008043,0.00001405335,0.00001424716,0.000700678,0.00001285976,0.003324086,0.00006731117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901469,0.0001040596,0.000001765814,0.0005112797,0.000852746,0.0004239619,0.00000877896,0.00001673588,0.007933736],"genre_scores_gemma":[0.9952496,0.00007807144,0.000121099,0.0003620256,0.0001985209,0.000009102613,0.00002283461,0.0000148124,0.003943965],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03203913,"threshold_uncertainty_score":0.985378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0332499806617902,"score_gpt":0.307913250338375,"score_spread":0.2746632696765848,"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."}}