{"id":"W4410081823","doi":"10.2196/68516","title":"Leveraging Artificial Intelligence for Digital Symptom Management in Oncology: The Development of CRCWeb","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Computer science; Psychology; World Wide Web","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":[0.0002507327,0.0000753319,0.0001506959,0.0001320071,0.00008016441,0.000015167,0.00009552609,0.0000544861,0.00004908651],"category_scores_gemma":[0.00004250711,0.00005716041,0.00004099472,0.0003061589,0.00005639356,0.00004619411,0.00003362095,0.0001017503,0.000008197023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004204341,"about_ca_system_score_gemma":0.0006280204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006751984,"about_ca_topic_score_gemma":0.0002946744,"domain_scores_codex":[0.9990317,0.0000114359,0.0004942036,0.0001691822,0.0001066766,0.0001867498],"domain_scores_gemma":[0.999493,0.0001568998,0.00007107518,0.0001438429,0.0001062415,0.0000289352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001730865,0.0001464788,0.005735705,0.000218312,0.00003875484,8.676317e-7,0.00704187,0.00006789993,0.0000924273,0.002378017,0.0005236934,0.9835829],"study_design_scores_gemma":[0.0003231564,0.0005094443,0.07117487,0.003518217,0.000206194,0.000004916781,0.1195225,0.00821606,0.1901636,0.07045917,0.5352427,0.0006591681],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9501811,0.0004775544,0.02380345,0.0121777,0.001184512,0.002461335,0.000004917867,0.000030015,0.009679461],"genre_scores_gemma":[0.9963715,0.00004628385,0.001206246,0.0005591786,0.0001029939,0.0009823354,0.000007430241,0.000006218592,0.0007178294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9829237,"threshold_uncertainty_score":0.2330934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.209754408651172,"score_gpt":0.5036952784250447,"score_spread":0.2939408697738727,"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."}}