{"id":"W3133043695","doi":"10.1186/s40463-021-00495-0","title":"Visual biofeedback for paradoxical vocal fold motion (PVFM)","year":2021,"lang":"en","type":"article","venue":"Journal of Otolaryngology - Head and Neck Surgery","topic":"Respiratory and Cough-Related Research","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta Hospital; University of Alberta","funders":"","keywords":"Medicine; Biofeedback; Prospective cohort study; Asthma; Vocal cord dysfunction; Physical therapy; Bronchodilator; Distress; Pediatrics; Internal medicine","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":[0.0009696934,0.0001475762,0.0007106513,0.000237742,0.0001290009,0.00002473525,0.00005124297,0.0003526866,0.000154418],"category_scores_gemma":[0.0006567136,0.000115027,0.0003833115,0.0002342755,0.0001401528,0.0001656032,0.00003384336,0.0006380132,0.00001437115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003378844,"about_ca_system_score_gemma":0.00047888,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001662019,"about_ca_topic_score_gemma":0.000001937606,"domain_scores_codex":[0.9982571,0.0002095235,0.000662439,0.0002162414,0.0002875411,0.0003671278],"domain_scores_gemma":[0.9981863,0.0007623379,0.0001883861,0.0001318362,0.0003919203,0.0003392051],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006226874,0.001736895,0.8697546,0.0006385142,0.0007486448,0.007928793,0.0001246363,0.000005696428,0.06675017,0.0004482741,0.01791637,0.02772052],"study_design_scores_gemma":[0.003062404,0.001415216,0.948173,0.0004297301,0.0001774982,0.00804214,0.00005721291,0.0003166991,0.01259556,0.0003753458,0.02517584,0.000179378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913699,0.00372799,0.000566667,0.003444427,0.0005539557,0.0001439355,0.000002914,0.00001132781,0.0001788661],"genre_scores_gemma":[0.9965621,0.0008539992,0.0002431931,0.0012651,0.000712526,0.000006905321,0.00001164122,0.00002039496,0.0003241693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07841835,"threshold_uncertainty_score":0.4690664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04249120839084412,"score_gpt":0.3354170268749554,"score_spread":0.2929258184841113,"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."}}