{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006603233,0.0006988271,0.001277024,0.001465261,0.004010377,0.007005583,0.001398026,0.005612024,0.008208805],"category_scores_gemma":[0.03504568,0.0003344459,0.000899389,0.0007485503,0.009516456,0.01557747,0.002921757,0.0084449,0.006820114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003033956,"about_ca_system_score_gemma":0.007056121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009764741,"about_ca_topic_score_gemma":0.01161444,"domain_scores_codex":[0.9947132,0.001886157,0.0004324963,0.0003890793,0.001942228,0.0006368325],"domain_scores_gemma":[0.9926677,0.001882723,0.0007646022,0.0002908283,0.002549196,0.001844975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009771657,0.0002445318,0.01513249,0.001709455,0.0001090253,0.002092936,0.01783148,0.00007405751,0.0004405199,0.02389269,0.4621537,0.4762213],"study_design_scores_gemma":[0.00003293603,0.0002057705,0.0107012,0.01150426,0.00009316912,0.00857676,0.05478094,0.0001165084,0.000309095,0.0585315,0.8550007,0.0001471341],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.00572317,0.1161466,0.002944279,0.8205314,0.0198775,0.00005517362,0.0001249285,0.0001819177,0.0344149],"genre_scores_gemma":[0.1554975,0.4451162,0.01402494,0.3300375,0.01429222,0.0002053645,0.0003698878,0.0003751438,0.04008123],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.009764741,"threshold_uncertainty_score":0.03492159,"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."}}