{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008066626,0.0004041872,0.001489909,0.002171827,0.0004123321,0.001350388,0.0006339599,0.0005938219,0.005241817],"category_scores_gemma":[0.03413082,0.0001689766,0.002482833,0.002746942,0.0004651146,0.001013777,0.0006405001,0.0009021694,0.0003889687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001650185,"about_ca_system_score_gemma":0.001056589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002382117,"about_ca_topic_score_gemma":0.002542188,"domain_scores_codex":[0.9930705,0.002449602,0.00110841,0.0006293156,0.002380211,0.0003619258],"domain_scores_gemma":[0.9483769,0.03129845,0.009680285,0.001249657,0.008012307,0.001382413],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.06311444,0.003396001,0.3838744,0.002873798,0.007202573,0.0002026192,0.00121861,0.00788803,0.006314053,0.001273645,0.002573407,0.5200684],"study_design_scores_gemma":[0.001887194,0.03208699,0.9348802,0.0003120305,0.007104509,0.000595634,0.001015542,0.01333736,0.004017569,0.0006140582,0.004000446,0.0001485444],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9580289,0.01275003,0.01806192,0.0007522673,0.000270072,0.000897324,0.003777313,0.0002025083,0.005259594],"genre_scores_gemma":[0.9929941,0.0008590873,0.003978855,0.0001727598,0.00007025363,0.0002100196,0.0008404821,0.00004882081,0.0008257027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008066626,"threshold_uncertainty_score":0.04266089,"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."}}