{"id":"W4394784686","doi":"10.1111/jtxs.12823","title":"Validation of the <scp>IDDSI</scp> funnel for liquid flow testing","year":2024,"lang":"en","type":"article","venue":"Journal of Texture Studies","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University Health Network","funders":"","keywords":"Syringe; Funnel; Flow (mathematics); Simulation; Syringe driver; Test (biology); Biomedical engineering; Materials science; Computer science; Mechanical engineering; Engineering; Mechanics; Physics; Geology","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":[0.001280057,0.0001115744,0.0002866992,0.00009997415,0.0003725667,0.00001291912,0.0001809512,0.00005810176,0.000009507],"category_scores_gemma":[0.002127379,0.0000601397,0.0001608234,0.0002473043,0.00004045603,0.0001549796,0.0001660174,0.0003711765,0.000006452211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009510341,"about_ca_system_score_gemma":0.0001522956,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001922082,"about_ca_topic_score_gemma":0.000006129333,"domain_scores_codex":[0.9986683,0.0001294761,0.0006080046,0.00009848605,0.0002841307,0.0002115673],"domain_scores_gemma":[0.9966809,0.002059303,0.0004916045,0.0001200397,0.0006171706,0.00003105381],"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":[0.00005256437,0.0001141288,0.007375368,0.004610347,0.002435625,0.00001357951,0.02532372,0.0006449285,0.004772337,0.005189259,0.9367993,0.01266879],"study_design_scores_gemma":[0.003062618,0.002363641,0.02577054,0.01096654,0.002781208,0.00002595845,0.1343831,0.002782456,0.004314041,0.02048667,0.7928445,0.0002187294],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.825602,0.05421214,0.01790972,0.03311979,0.03151845,0.004012939,0.00008241104,0.0001889586,0.03335362],"genre_scores_gemma":[0.9835295,0.0003717811,0.004058332,0.0004638754,0.00150014,0.00004705905,0.00000140766,0.00002450732,0.01000337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1579275,"threshold_uncertainty_score":0.286552,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1162260026218038,"score_gpt":0.4482605993340575,"score_spread":0.3320345967122537,"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."}}