{"id":"W4387670031","doi":"10.3389/frym.2023.1060635","title":"How Do We Swallow and What Can Go Wrong?","year":2023,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Dysphagia; Swallowing; Medicine; Throat; Surgery","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":[0.0004849567,0.0001863806,0.0002682641,0.0002126721,0.0005931483,0.0001963836,0.0001870665,0.0001569179,0.00005214676],"category_scores_gemma":[0.00003985429,0.0001706207,0.00007625129,0.000247429,0.00005243937,0.000553055,0.0001629717,0.0002102909,0.00006092282],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001499346,"about_ca_system_score_gemma":0.00008729407,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002440108,"about_ca_topic_score_gemma":0.0001753102,"domain_scores_codex":[0.998438,0.00007328909,0.0002194726,0.0003571355,0.0002244505,0.0006876745],"domain_scores_gemma":[0.9993021,0.00007526135,0.0001198685,0.0002844828,0.00006299913,0.000155247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003826442,0.00001605004,0.02812158,0.0002497901,0.0001420764,0.000008175781,0.00425962,9.769997e-7,0.00003205293,0.001980487,0.9219327,0.04321825],"study_design_scores_gemma":[0.001365172,0.0000964285,0.0093351,0.0001574504,0.0001089532,3.686053e-7,0.05324177,0.0007005152,0.00001731006,0.002836829,0.931901,0.0002391527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4708754,0.02845611,0.05243696,0.2855474,0.1001209,0.0186251,0.000434397,0.002533311,0.04097039],"genre_scores_gemma":[0.2594408,0.007562857,0.006520803,0.0008568203,0.0008189008,0.001623335,0.0003154658,0.0001240468,0.722737],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6817666,"threshold_uncertainty_score":0.6957712,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03087929561334833,"score_gpt":0.343929607631509,"score_spread":0.3130503120181606,"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."}}