{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006833006,0.0001567831,0.0002164964,0.0001570396,0.0004150035,0.00001991591,0.00007924405,0.00004097191,0.0001085973],"category_scores_gemma":[0.000221445,0.0001236149,0.00002882621,0.0005461635,0.00001849518,0.0001783078,0.0002034937,0.0002831004,0.00001563545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003893918,"about_ca_system_score_gemma":0.0001167116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003384527,"about_ca_topic_score_gemma":0.0006366752,"domain_scores_codex":[0.998288,0.00036075,0.0003118857,0.0003527042,0.0003751047,0.0003115056],"domain_scores_gemma":[0.9989505,0.0004544518,0.0001709561,0.0002167092,0.0001469921,0.00006035702],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006460818,0.0001501695,0.9584253,0.000148221,0.0001379104,0.00003300852,0.03428379,0.001755307,0.0009861585,0.000003743843,0.000348826,0.003081428],"study_design_scores_gemma":[0.001546015,0.000131914,0.9858505,0.0002840277,0.00003550762,5.524067e-8,0.00650491,0.00389959,0.00007961794,0.000003200282,0.001536215,0.0001284488],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9916635,0.00001377947,0.00004790486,0.001550652,0.0002295814,0.00632668,0.00003027416,0.00005078431,0.00008690023],"genre_scores_gemma":[0.9948934,0.00000780561,0.0008943178,0.0003204117,0.000082732,0.002612431,0.000004408235,0.00002189759,0.001162566],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02777888,"threshold_uncertainty_score":0.5040871,"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."}}