{"id":"W2115716250","doi":"10.1044/vvd16.3.20","title":"Pediatric Laryngotracheal Reconstruction: Case Studies","year":2006,"lang":"en","type":"article","venue":"Perspectives on Voice and Voice Disorders","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Otorhinolaryngology; Medicine; Voice prosthesis; Laryngotracheal stenosis; General surgery; Airway; Surgery; Larynx; Laryngectomy; Tracheal Stenosis","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002032026,0.0003612449,0.000463057,0.0003386418,0.0004234986,0.00004619137,0.00006960754,0.0001516038,0.00005578916],"category_scores_gemma":[0.0001817848,0.0003214557,0.0001834291,0.0004951918,0.0003160344,0.0002671304,0.00003631472,0.0004230773,0.00010994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009999094,"about_ca_system_score_gemma":0.00006997446,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005694854,"about_ca_topic_score_gemma":0.001038684,"domain_scores_codex":[0.998144,0.00006818219,0.0003374751,0.0007070458,0.000287421,0.0004559059],"domain_scores_gemma":[0.9989944,0.0002186739,0.0001177246,0.0003247549,0.0001907759,0.0001536371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002319433,0.006991523,0.7954717,0.002238597,0.002034914,0.005105997,0.04930336,0.000175705,0.0006423034,0.01831903,0.0263576,0.09103988],"study_design_scores_gemma":[0.01339619,0.003457224,0.2210643,0.0002159628,0.002134894,0.01548319,0.7165388,0.0004589358,0.0001904029,0.008971168,0.01584788,0.002240971],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9608477,0.0180037,0.00003603804,0.00468174,0.0002189037,0.0004726305,0.00001571814,0.0001874133,0.01553617],"genre_scores_gemma":[0.9881598,0.009138756,0.0004311886,0.0005033994,0.0007055921,0.00004855186,0.00001212044,0.00004432007,0.0009562423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6672355,"threshold_uncertainty_score":0.9999238,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01503498848473902,"score_gpt":0.2978846866510105,"score_spread":0.2828496981662715,"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."}}