{"id":"W6990934816","doi":"","title":"Evaluating the Impact of Particulate Matter on the Vocal Fold Mucosa via a Novel Vocal Fold On-a-Chip","year":2024,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institutes of Health; McGill University","keywords":"Fold (higher-order function); Vocal folds; Vocal fold paralysis; Phonation; Particulates","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003484815,0.0004090411,0.0004928262,0.0002628696,0.0002816391,0.0006973359,0.0006847078,0.0008323027,0.002972445],"category_scores_gemma":[0.0006674474,0.0002447034,0.0005548138,0.0001282216,0.000250028,0.0004734065,0.0006946241,0.0003535062,0.001312431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003009599,"about_ca_system_score_gemma":0.0003137738,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007214208,"about_ca_topic_score_gemma":0.00199725,"domain_scores_codex":[0.9995863,0.00003210927,0.00001144796,0.0001198634,0.0001939116,0.00005647193],"domain_scores_gemma":[0.9995926,0.0001328875,0.00004331945,0.00003425913,0.0001555976,0.00004124235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002071986,0.00010245,0.001690706,0.0001565234,0.00004554557,0.00007085981,0.00004276611,0.0003167132,0.9806176,0.00008249456,0.0004660976,0.01620102],"study_design_scores_gemma":[0.00004086592,0.002792076,0.01563868,0.00002337416,0.0002255164,0.0002044782,0.00025401,0.00741885,0.9662147,0.0001207137,0.007020895,0.00004584258],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9371805,0.003431306,0.04969553,0.0005714291,0.001391024,0.0005112716,0.001074646,0.0008776528,0.005266637],"genre_scores_gemma":[0.9162109,0.001826982,0.06150978,0.001240046,0.000233229,0.0004601628,0.0007228181,0.0001381434,0.0176579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002972445,"threshold_uncertainty_score":0.009943843,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04793722365232018,"score_gpt":0.3453143033829601,"score_spread":0.2973770797306399,"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."}}