{"id":"W2037579034","doi":"10.2310/7070.2005.34503","title":"Subannular Ventilation Tubes: Retrospective Study","year":2005,"lang":"en","type":"article","venue":"The Journal of Otolaryngology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Atelectasis; Surgery; Complication; Audiogram; Otitis; Perforation; Tympanic Membrane Perforation; Eustachian tube; Retrospective cohort study; Middle ear; Hearing loss; Audiology; Tympanoplasty; Internal medicine; Lung","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":[],"consensus_categories":[],"category_scores_codex":[0.001166636,0.00007647838,0.0002923023,0.0001151099,0.00006038697,0.000004792835,0.0001021761,0.00005565895,0.0003567742],"category_scores_gemma":[0.0002433067,0.00004727692,0.00009480638,0.0001328683,0.00006407411,0.0001191149,0.00001963199,0.00039668,0.00007854173],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006003507,"about_ca_system_score_gemma":0.00006522206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000600699,"about_ca_topic_score_gemma":0.00001826996,"domain_scores_codex":[0.9990058,0.0002127819,0.0003414862,0.00006272573,0.0002378169,0.0001394014],"domain_scores_gemma":[0.9993201,0.00009103157,0.0001519157,0.0001748132,0.0001904649,0.00007160464],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005844627,0.0003934264,0.9908715,0.000005626409,0.000144784,0.0002369713,0.002148882,0.00001388863,0.003454396,0.00005590175,0.00113792,0.000952271],"study_design_scores_gemma":[0.000981336,0.00121263,0.9910985,0.00002728566,0.0002150054,0.002089982,0.0003804639,0.00002983833,0.00174228,0.00007251559,0.002107511,0.00004270325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965987,0.000546958,0.0001141702,0.001326564,0.0004188605,0.0001987233,4.129824e-7,0.000009197461,0.0007864647],"genre_scores_gemma":[0.9983799,0.00008234416,0.0001306294,0.0003904611,0.0007261509,0.000001084905,7.871145e-7,0.00001040988,0.0002782042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001853011,"threshold_uncertainty_score":0.3906427,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01326316509789784,"score_gpt":0.2732577885581913,"score_spread":0.2599946234602935,"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."}}