{"id":"W6980709557","doi":"","title":"Computer Assisted Segmentation of Tongue Ultrasound and Lip Videos","year":2021,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ultrasound; Segmentation; Tongue; Image segmentation; Ultrasound imaging","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.0004582642,0.0007182519,0.0004704009,0.003731367,0.0005121456,0.001463686,0.0005671565,0.001011665,0.01021644],"category_scores_gemma":[0.001229503,0.0003612099,0.0005906023,0.001298691,0.0002201888,0.0003234649,0.0006896319,0.0005287303,0.004228537],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005492731,"about_ca_system_score_gemma":0.001852004,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03572613,"about_ca_topic_score_gemma":0.04965366,"domain_scores_codex":[0.9997652,0.00001880259,0.00001635944,0.00005780884,0.00008458202,0.00005725846],"domain_scores_gemma":[0.9996513,0.0001000797,0.0000225084,0.0000305066,0.0001607828,0.00003479888],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005253315,0.0001159861,0.002825958,0.0003670512,0.0000527429,0.0007082634,0.0002887915,0.006894031,0.209849,0.0008878341,0.01058724,0.7668979],"study_design_scores_gemma":[0.0001297413,0.0004767788,0.09923894,0.0004782602,0.0002379781,0.004083933,0.001661561,0.5571864,0.2593362,0.003624747,0.07336016,0.0001852024],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2132205,0.002471811,0.7285762,0.0006554703,0.0004972247,0.001496958,0.01251199,0.02234773,0.01822215],"genre_scores_gemma":[0.3356982,0.001719854,0.6258926,0.0003030747,0.0001547723,0.0005128182,0.01133454,0.001487858,0.02289617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03572613,"threshold_uncertainty_score":0.07103634,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04030065757805701,"score_gpt":0.3505990270475024,"score_spread":0.3102983694694454,"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."}}