{"id":"W4308772079","doi":"10.1044/2022_jslhr-22-00072","title":"Video-Based Facial Movement Analysis in the Assessment of Bulbar Amyotrophic Lateral Sclerosis: Clinical Validation","year":2022,"lang":"en","type":"article","venue":"Journal of Speech Language and Hearing Research","topic":"Temporomandibular Joint Disorders","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; Toronto Rehabilitation Institute; University of Toronto; Health Sciences Centre; University Health Network","funders":"National Institute on Deafness and Other Communication Disorders","keywords":"Amyotrophic lateral sclerosis; Rating scale; Psychology; Physical medicine and rehabilitation; Facial muscles; Audiology; Medicine; Communication; Disease; Pathology; Developmental psychology","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":[0.002014078,0.0005141846,0.0003050132,0.0008001106,0.000184474,0.0003113983,0.0004019619,0.0004885955,0.0007473254],"category_scores_gemma":[0.004007963,0.000104228,0.000254082,0.0002242512,0.0002409473,0.0002876123,0.0003665864,0.0002761237,0.0003211645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002903734,"about_ca_system_score_gemma":0.000273434,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002658783,"about_ca_topic_score_gemma":0.003096269,"domain_scores_codex":[0.9992292,0.0003243312,0.0000529748,0.0001506018,0.0002044507,0.0000384951],"domain_scores_gemma":[0.9988172,0.0003526086,0.000159062,0.00006868331,0.0005292507,0.00007317697],"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":[0.003824072,0.0008547391,0.4274646,0.0005517717,0.0003545929,0.0004149026,0.0005682648,0.007605239,0.1014877,0.0002413785,0.001378573,0.4552542],"study_design_scores_gemma":[0.00023297,0.004281909,0.8225465,0.0001382441,0.000299208,0.001801713,0.000523405,0.1419539,0.02627118,0.0002828381,0.001604633,0.00006345117],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787098,0.0007283658,0.01827798,0.00007006446,0.00007306285,0.000455257,0.0003918013,0.00009403016,0.001199745],"genre_scores_gemma":[0.9873723,0.0002684567,0.01135264,0.00003607958,0.00002772344,0.0001944267,0.0003315906,0.000007794575,0.0004090698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002658783,"threshold_uncertainty_score":0.01065165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2096807854059595,"score_gpt":0.5342299585775946,"score_spread":0.3245491731716351,"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."}}