{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000222107,0.00009566813,0.000116784,0.00005148961,0.000203589,0.00002380848,0.00006140472,0.00003801425,0.0001825145],"category_scores_gemma":[0.0002337198,0.0000430702,0.00001676678,0.0001502596,0.0003605236,0.0002270241,0.00005806284,0.0001673839,0.00006516805],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007562792,"about_ca_system_score_gemma":0.0000207695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003450845,"about_ca_topic_score_gemma":0.000006552297,"domain_scores_codex":[0.9990941,0.0001026845,0.00009624359,0.0002040042,0.0002936661,0.0002093412],"domain_scores_gemma":[0.9994825,0.0001193128,0.00003785357,0.0001873994,0.00009491696,0.00007805537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008619191,0.0000974759,0.4643406,0.00003795042,0.00006137643,0.00002852001,0.002653316,0.0000313196,0.4023767,0.001243818,0.00002655774,0.1282404],"study_design_scores_gemma":[0.004962622,0.002023989,0.8479805,0.0004465767,0.00008945776,0.0002169045,0.0009277505,0.002114312,0.129846,0.0001149435,0.01095462,0.0003223279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9890146,0.0001097366,0.00519465,0.001593977,0.00004088038,0.000318287,0.000001006392,0.00005446643,0.003672358],"genre_scores_gemma":[0.9981698,0.00001782213,0.0005449027,0.0000811426,0.00008376264,0.00001904655,0.000002182555,0.00001498394,0.001066388],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3836399,"threshold_uncertainty_score":0.1998406,"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."}}