{"id":"W4387074088","doi":"10.2196/47359","title":"Iterative Patient Testing of a Stimuli-Responsive Swallowing Activity Sensor to Promote Extended User Engagement During the First Year After Radiation: Multiphase Remote and In-Person Observational Cohort Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Dental and Craniofacial Research; National Cancer Institute","keywords":"Observational study; Cohort; Swallowing; Cohort study; Psychology; Audiology; Medicine; Physical medicine and rehabilitation; Computer science; Radiology; Internal medicine","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":[0.002542737,0.0006924364,0.0006456501,0.0005345086,0.000950078,0.0008088632,0.0005955257,0.0008489701,0.001208953],"category_scores_gemma":[0.006145532,0.0004573286,0.0009467112,0.0003898404,0.0004519327,0.0006674601,0.0008876523,0.0009646817,0.000611421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005773618,"about_ca_system_score_gemma":0.0008505782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003454144,"about_ca_topic_score_gemma":0.004489329,"domain_scores_codex":[0.9987,0.0005379108,0.0001091377,0.0002334926,0.0002212849,0.0001980132],"domain_scores_gemma":[0.9971406,0.000627824,0.0008663228,0.0004173042,0.0004963476,0.0004515144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001967281,0.01133234,0.9558845,0.0001444649,0.0001778664,0.0004614534,0.009135942,0.0001766881,0.003355169,0.00003182007,0.0004242324,0.01690834],"study_design_scores_gemma":[0.0002792668,0.0295579,0.9592477,0.00004130302,0.0001429506,0.0007232765,0.0059987,0.00105476,0.001699172,0.0000508568,0.001137009,0.0000670067],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993298,0.00001731451,0.0002238745,0.000008538345,0.000001970297,0.0002160496,0.00007909405,0.000005662943,0.0001177019],"genre_scores_gemma":[0.9981124,0.00004240961,0.0008330665,0.00004840273,0.000005888101,0.0005449851,0.0001562123,0.000005800542,0.0002509402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003454144,"threshold_uncertainty_score":0.0134474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08992543257583437,"score_gpt":0.4226383490918149,"score_spread":0.3327129165159805,"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."}}