{"id":"W2038086192","doi":"10.1097/mao.0b013e3182a1a8fd","title":"Hearing Outcomes in Functional Surgery for Middle Ear Malformations","year":2013,"lang":"en","type":"article","venue":"Otology & Neurotology","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier de l'Université Laval","funders":"","keywords":"Medicine; Incus; Stapes; Middle ear; Surgery; Bone conduction; Hearing level; Prosthesis; Audiometry; Otosclerosis; Hearing loss; Audiology","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":[0.0003821507,0.0002560098,0.000189074,0.0007972468,0.0003412802,0.0003542973,0.0002697195,0.0002645119,0.001474628],"category_scores_gemma":[0.002422343,0.00008461103,0.0002546551,0.0004626027,0.0004106839,0.0003333897,0.0004364271,0.000203697,0.0001242853],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003792282,"about_ca_system_score_gemma":0.0003078546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001037693,"about_ca_topic_score_gemma":0.001680687,"domain_scores_codex":[0.9996967,0.00005251437,0.00002920778,0.0000416428,0.00008020578,0.00009972779],"domain_scores_gemma":[0.9986042,0.000247909,0.0007225638,0.00003742866,0.00007646857,0.0003114755],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001783643,0.00005829888,0.9869442,0.00002076155,0.000028749,0.003378142,0.0001512635,0.0001271867,0.001025654,0.00003408622,0.0001281494,0.007925113],"study_design_scores_gemma":[0.00000765561,0.0003452966,0.9890666,0.00000886938,0.00001162971,0.009828067,0.0002393695,0.0001122349,0.0002428109,0.00002443633,0.0001091836,0.00000386014],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995938,0.0001424792,0.00004001294,0.00001418184,0.000002395806,0.000002043635,0.00004494586,0.000002533898,0.0001575952],"genre_scores_gemma":[0.9998323,0.00003133341,0.00003284705,0.00000409456,0.000003600736,0.000001758319,0.0000700098,8.044325e-7,0.00002319527],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001474628,"threshold_uncertainty_score":0.004933119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07556311890814676,"score_gpt":0.2761880326923844,"score_spread":0.2006249137842376,"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."}}