{"id":"W4377043762","doi":"10.1177/24741264231172564","title":"Risk for Surgical Team Hearing Loss With Vitrectomy","year":2023,"lang":"en","type":"article","venue":"Journal of VitreoRetinal Diseases","topic":"Intraocular Surgery and Lenses","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Octane (Canada); Dalhousie University","funders":"","keywords":"Vitrectomy; Medicine; Noise (video); Sound exposure; Sound (geography); Sound pressure; Noise level; Audiology; Hearing loss; Surgery; Acoustics; Computer science; Telecommunications","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":[0.0006322815,0.0003465606,0.0003585005,0.0008595745,0.0007268303,0.0006056519,0.0003716879,0.0005857828,0.005238795],"category_scores_gemma":[0.00467881,0.0002022962,0.0004818302,0.0004684856,0.0003796472,0.0004607638,0.001005953,0.001081998,0.0005913704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003116229,"about_ca_system_score_gemma":0.0005349541,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002062086,"about_ca_topic_score_gemma":0.002085576,"domain_scores_codex":[0.9988142,0.0002056482,0.00008641675,0.0001444054,0.0004906877,0.0002586051],"domain_scores_gemma":[0.9963161,0.000539502,0.00202302,0.0001135635,0.0002806051,0.0007271072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009384813,0.00006319073,0.9928348,0.00001859603,0.00002894156,0.001349721,0.00006980283,0.00003451726,0.0003319747,0.00001439545,0.0002342308,0.004926019],"study_design_scores_gemma":[0.000007173773,0.0003927952,0.9810527,0.00005365419,0.000035869,0.01714741,0.0005378104,0.0002396199,0.0001455916,0.00006528746,0.000310129,0.00001183609],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960926,0.0009547301,0.0003891159,0.0002568992,0.00003887763,0.00003070532,0.00007709194,0.00002213419,0.002137853],"genre_scores_gemma":[0.9988239,0.0002911111,0.0003787326,0.0001101721,0.00004758988,0.000016679,0.00008224064,0.000004602057,0.0002448667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005238795,"threshold_uncertainty_score":0.01752555,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01152366046390424,"score_gpt":0.2809694533487003,"score_spread":0.269445792884796,"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."}}