{"id":"W1998530836","doi":"10.1002/lary.22510","title":"Four‐year outcomes of palatal implants for primary snoring treatment: A prospective longitudinal study","year":2012,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Body mass index; Prospective cohort study; Confounding; Polysomnography; Sleep apnea; Obstructive sleep apnea; Apnea; Surgery; Anesthesia; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004352208,0.0001970076,0.0004967543,0.00009277124,0.0001343568,0.00001306723,0.0001522474,0.0000444777,0.00007251152],"category_scores_gemma":[0.0001142332,0.0001133152,0.0001407949,0.0001787115,0.000108582,0.0001620634,0.0001276884,0.0001422829,0.00004098716],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000230549,"about_ca_system_score_gemma":0.0000413626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001376654,"about_ca_topic_score_gemma":0.00002972642,"domain_scores_codex":[0.9985498,0.00007254805,0.0002420419,0.0002332889,0.000390844,0.0005114784],"domain_scores_gemma":[0.9989488,0.000271151,0.00009302416,0.0004346746,0.0001183507,0.0001339714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009587778,0.001060624,0.9909821,0.00005934394,0.000865821,0.00001154404,0.001583677,2.177513e-7,0.001413575,0.0001585924,0.00001376096,0.002891974],"study_design_scores_gemma":[0.00461654,0.001690249,0.9875911,0.00001729336,0.0003402936,0.00003641312,0.0007548769,0.000007042135,0.004724594,0.00005270577,0.0000704397,0.00009837729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941625,0.0001995295,0.00009039434,0.0001475587,0.0001622596,0.003160133,0.00006760905,0.00003663581,0.001973391],"genre_scores_gemma":[0.9984124,0.000008079438,0.0005152284,0.00002016242,0.0002424699,0.0002805043,0.00001481614,0.0000375137,0.0004688681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004249868,"threshold_uncertainty_score":0.462086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06856605772820981,"score_gpt":0.3582198613483256,"score_spread":0.2896538036201157,"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."}}