{"id":"W2992700500","doi":"10.1111/coa.13490","title":"Transoral microscopic cautery‐assisted laser tonsillectomy/tongue base resection (TOMCAT)","year":2019,"lang":"en","type":"article","venue":"Clinical Otolaryngology","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Medicine; Tonsillectomy; Resection; Base (topology); Tongue; General surgery; Surgery; Pathology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009124489,0.0002731723,0.0009467896,0.0002924323,0.00009587332,0.00002485605,0.0002588433,0.0006443819,0.002935254],"category_scores_gemma":[0.0009888918,0.0002405395,0.0004141663,0.000522912,0.0005120419,0.000134209,0.0001204272,0.001377673,0.002050505],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001564867,"about_ca_system_score_gemma":0.000184351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000879451,"about_ca_topic_score_gemma":0.0001242009,"domain_scores_codex":[0.9963651,0.0007363117,0.0009254295,0.0008965117,0.0003585742,0.000718059],"domain_scores_gemma":[0.9972355,0.0009487089,0.0001400015,0.0009242651,0.0002965952,0.0004549189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002431745,0.0008346192,0.9450497,0.0001958755,0.0002857262,0.0004203565,0.00007137347,0.000001614275,0.04442397,0.000117704,0.001259075,0.004908231],"study_design_scores_gemma":[0.008097027,0.002926069,0.9641556,0.00005831119,0.0001269886,0.0003538465,0.00004997528,0.0006132952,0.01360541,0.00006894191,0.00969355,0.0002509546],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898151,0.0001457432,0.0001673,0.002622523,0.001726763,0.00125204,0.00001923916,0.0001456343,0.004105633],"genre_scores_gemma":[0.9934789,0.00003118378,0.001146986,0.001483596,0.000442429,0.00006024352,0.00008535125,0.00006039565,0.003210946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03081855,"threshold_uncertainty_score":0.9987265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04705939660228696,"score_gpt":0.3810093515606242,"score_spread":0.3339499549583372,"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."}}