{"id":"W4416903850","doi":"10.2196/75633","title":"Effectiveness and Adherence of Nutritional Management via Electronic Patient-Reported Outcomes Platform in Patients With Cancer: Multicenter Prospective Longitudinal Cohort Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Medication Adherence and Compliance","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Prospective cohort study; Duration (music); Cohort study; Cohort; Quality of life (healthcare); MEDLINE","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":[0.00009501698,0.0001528444,0.0003607023,0.0001274284,0.00003761367,0.000007426404,0.00006265837,0.00003512359,0.0001892199],"category_scores_gemma":[0.00000855653,0.0001162274,0.00002809097,0.0003416464,0.00007188745,0.00008573426,0.00003927866,0.0001543619,0.000002558074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003848349,"about_ca_system_score_gemma":0.0001488943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003992645,"about_ca_topic_score_gemma":0.0001832512,"domain_scores_codex":[0.9987037,0.0000244307,0.0003004569,0.0003844085,0.0003751573,0.0002118695],"domain_scores_gemma":[0.9993257,0.00003326021,0.0001579392,0.0002058493,0.0002288151,0.00004844809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001895988,0.001611438,0.989493,0.000378188,0.0005552992,0.000007812,0.0001220046,0.000004272161,0.00001418789,0.00008835624,0.00005383508,0.005775667],"study_design_scores_gemma":[0.01025599,0.0007311954,0.9873126,0.0009887975,0.0001555719,4.886277e-7,0.0001452206,0.00002845483,0.0001528008,0.00008334133,0.00003998558,0.0001055906],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940774,0.0002277183,0.00007489959,0.00005396196,0.00008031931,0.005116729,0.00001006303,0.00001617678,0.00034272],"genre_scores_gemma":[0.9943357,0.00006068905,0.00003340242,0.00007724873,0.000006484474,0.005235451,0.00001155,0.000008143407,0.0002313321],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008360007,"threshold_uncertainty_score":0.4739614,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01062109148566106,"score_gpt":0.317987372754473,"score_spread":0.307366281268812,"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."}}