{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01849386,0.0006776045,0.0007251549,0.001075336,0.000824602,0.001132558,0.0008103464,0.0006489389,0.001453268],"category_scores_gemma":[0.04184626,0.0004244474,0.0009280612,0.0006892672,0.0006527636,0.00129608,0.001395031,0.0007569736,0.0002654208],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009096689,"about_ca_system_score_gemma":0.002157019,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001140682,"about_ca_topic_score_gemma":0.00245034,"domain_scores_codex":[0.9917399,0.005762615,0.0008715453,0.0004151079,0.0008849206,0.0003259315],"domain_scores_gemma":[0.9633305,0.02801489,0.001167908,0.001566747,0.004877156,0.001042718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.003018485,0.02961336,0.1479501,0.007127393,0.0005469835,0.001829502,0.1486637,0.002879034,0.01788311,0.0009795139,0.01300262,0.6265061],"study_design_scores_gemma":[0.005086704,0.1178056,0.5629454,0.003740607,0.001742464,0.003614387,0.1668114,0.02646344,0.0317353,0.001433169,0.07787022,0.0007512611],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928987,0.0001004689,0.002785343,0.0001748037,0.00002244741,0.00280862,0.0001313575,0.0001229809,0.000955154],"genre_scores_gemma":[0.9440072,0.0004219089,0.04468805,0.0003137377,0.00003607097,0.008647792,0.0006615712,0.00007532023,0.001148401],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01849386,"threshold_uncertainty_score":0.09780604,"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."}}