{"id":"W4409322401","doi":"10.1016/j.jvoice.2025.03.003","title":"Time to Injection Laryngoplasty: A Quality Improvement Analysis","year":2025,"lang":"en","type":"article","venue":"Journal of Voice","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Laryngoplasty; Quality management; Medicine; Surgery; Operations management; Larynx; Engineering","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":[0.0005923334,0.0000756638,0.0003479804,0.0005532663,0.00003877834,0.00001671754,0.00007011602,0.00004853457,0.0002589759],"category_scores_gemma":[0.0002738312,0.00006033722,0.0002623584,0.001038293,0.00001241047,0.00008356438,0.000024143,0.0001785595,0.000116976],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001081352,"about_ca_system_score_gemma":0.0001353963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007318031,"about_ca_topic_score_gemma":0.0000713009,"domain_scores_codex":[0.9990334,0.00003106465,0.0004323658,0.00009731425,0.0002836591,0.0001222126],"domain_scores_gemma":[0.9992225,0.00005887888,0.0001760124,0.0001547391,0.0002798261,0.0001081038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.005607379,0.003449506,0.1405862,0.0006376489,0.0214471,0.0002178429,0.002897876,0.004716099,0.3497947,0.0002394725,0.2360759,0.2343302],"study_design_scores_gemma":[0.007748961,0.005648066,0.6621557,0.0004559957,0.01070352,0.0001206755,0.003425715,0.001291228,0.01538363,0.0003965955,0.2921957,0.0004742073],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804697,0.0001343786,0.004084418,0.009295551,0.0001251971,0.0001218999,0.000002614582,0.00001202682,0.005754197],"genre_scores_gemma":[0.972474,0.00003385848,0.001374427,0.007553576,0.0002057118,0.000003398075,0.000004257097,0.000008804672,0.01834192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5215695,"threshold_uncertainty_score":0.2835605,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01009610715976657,"score_gpt":0.3227892413341055,"score_spread":0.3126931341743389,"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."}}