{"id":"W2478773082","doi":"10.1002/lary.26178","title":"Single‐institution experience and learning curve with upper airway stimulation","year":2016,"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":"Canadian Sleep & Circadian Network","funders":"","keywords":"Airway; Medicine; Institution; Stimulation; Psychology; Surgery; Sociology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001864405,0.0003755573,0.0003162345,0.0005699261,0.00101838,0.001024072,0.001027952,0.0005781306,0.01106655],"category_scores_gemma":[0.008059254,0.0002504947,0.0008274529,0.0004797934,0.000403647,0.001662915,0.00154037,0.001075329,0.002530297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008481899,"about_ca_system_score_gemma":0.001291828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007614107,"about_ca_topic_score_gemma":0.002123975,"domain_scores_codex":[0.9984375,0.0002403902,0.0002732728,0.00024715,0.0004083151,0.0003933928],"domain_scores_gemma":[0.9909394,0.001842391,0.001190825,0.0004523794,0.0009756422,0.004599334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001694258,0.006522104,0.5043262,0.0004166814,0.0003198005,0.01900464,0.002893393,0.006074882,0.01055022,0.001021355,0.01470507,0.4324714],"study_design_scores_gemma":[0.000660957,0.02655988,0.6389983,0.00066424,0.0002738211,0.2375317,0.00995766,0.02056155,0.01304591,0.004371529,0.04688897,0.0004855256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761914,0.0008814717,0.007147644,0.002500875,0.000294996,0.0001403521,0.000152441,0.000319483,0.01237128],"genre_scores_gemma":[0.991419,0.0005712634,0.004404148,0.0005599697,0.0001924722,0.00009289088,0.0001991406,0.00006202389,0.002499192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01106655,"threshold_uncertainty_score":0.03702134,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216989465221099,"score_gpt":0.2893357413465423,"score_spread":0.2671658466943314,"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."}}