{"id":"W4413511760","doi":"10.2196/69097","title":"Developing and Testing an Online Portal for Virtual Navigation for Asian American Patients With Cancer: Pilot Feasibility Study","year":2025,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Cancer survivorship and care","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Center for Chronic Disease Prevention and Health Promotion; National Cancer Institute","keywords":"Preprint; Asian americans; Computer science; World Wide Web; Psychology; Political science","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":[0.000108142,0.0001696988,0.0003181365,0.00006422635,0.0001476457,0.00002562653,0.00005904477,0.00002880501,0.000006230593],"category_scores_gemma":[0.0000505877,0.0001422186,0.00002878788,0.000360729,0.00007650544,0.0001045132,0.00002376849,0.00009899017,5.282736e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000344592,"about_ca_system_score_gemma":0.0006014975,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004407776,"about_ca_topic_score_gemma":0.05188871,"domain_scores_codex":[0.9988943,0.00002260629,0.0002329962,0.0004388139,0.0001779649,0.0002333528],"domain_scores_gemma":[0.9990358,0.00006789101,0.0001328081,0.0001904355,0.0004790894,0.00009392617],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001579043,0.0004296262,0.8196735,0.0002004961,0.0000740175,8.46304e-7,0.0009237296,0.000006194174,0.0000494907,0.00003592323,0.00006264761,0.1769645],"study_design_scores_gemma":[0.004503892,0.004690315,0.9844336,0.0004138136,0.0001578931,5.471612e-7,0.004340003,0.0001790444,0.00009121092,0.00003398393,0.000966421,0.0001892934],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941755,0.00008271161,0.000866451,0.0005331147,0.0002882695,0.003523947,0.0004223896,0.00006222441,0.00004539844],"genre_scores_gemma":[0.9955869,0.000004588509,0.00121447,0.0005386956,0.0002019022,0.002064571,0.0002414315,0.00002754044,0.0001199037],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1767752,"threshold_uncertainty_score":0.9654118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06907419344837033,"score_gpt":0.3907091028789516,"score_spread":0.3216349094305812,"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."}}