{"id":"W4381598814","doi":"10.2196/41876","title":"Cancer Resource and Information Support (CRIS) for Bladder Cancer Survivors and Their Caregivers: Development and Usability Testing Study","year":2023,"lang":"en","type":"article","venue":"JMIR Formative Research","topic":"Stoma care and complications","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Cancer Institute; National Institutes of Health","keywords":"Cystectomy; Usability; Medicine; Psychosocial; Bladder cancer; Cancer; Computer science; Internal medicine; Psychiatry","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":[0.0009574888,0.0001133526,0.0001861339,0.0002667081,0.0004764415,0.00006828299,0.00006284293,0.0000473093,0.0000168874],"category_scores_gemma":[0.0001863677,0.00008621791,0.0000157266,0.000604465,0.0001676345,0.0004631456,0.0001970572,0.0001982356,0.000005720724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142781,"about_ca_system_score_gemma":0.0002707633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000835734,"about_ca_topic_score_gemma":0.0006370234,"domain_scores_codex":[0.9988666,0.00007271783,0.0002387765,0.0001920837,0.0003108802,0.0003190074],"domain_scores_gemma":[0.9985203,0.0005131855,0.00005242647,0.000160724,0.000611509,0.0001418986],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002221229,0.000145147,0.2257125,0.0008362555,0.0002173731,0.000002168814,0.3224962,0.000004495199,0.0002248369,0.0001111863,0.009044063,0.4409837],"study_design_scores_gemma":[0.00112481,0.0005219539,0.8337857,0.00008598392,0.00001475725,0.000007395804,0.1211214,0.001065143,0.0004913938,0.00007087389,0.04158556,0.0001250283],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958655,0.000114025,0.00003841976,0.001006287,0.00002208351,0.001723926,0.00006984071,0.00005635355,0.001103518],"genre_scores_gemma":[0.9975847,0.00007116437,0.00007821922,0.00007213015,0.0000321034,0.001943028,0.0000440876,0.000009407609,0.0001651589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6080732,"threshold_uncertainty_score":0.3664451,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.130495598325139,"score_gpt":0.4350977428602323,"score_spread":0.3046021445350933,"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."}}