{"id":"W3034107158","doi":"10.2196/16138","title":"Beliefs and Information Seeking in Patients With Cancer in Southwest China: Survey Study","year":2020,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Nanjing University","keywords":"China; Cancer; Information seeking; Psychology; Geography; Family medicine; Medicine; Information retrieval; Computer science; Archaeology; Internal medicine","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":[0.0001429011,0.0001198668,0.0002384205,0.00008110543,0.00002977769,0.00002498451,0.00005213896,0.00004260413,0.00006415085],"category_scores_gemma":[0.00003469932,0.00009625164,0.00001134497,0.0004872221,0.00002151589,0.0005018929,0.00003875533,0.0002039615,0.000003634982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001823708,"about_ca_system_score_gemma":0.0001389755,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02875376,"about_ca_topic_score_gemma":0.0409099,"domain_scores_codex":[0.9990532,0.00003703725,0.0002333826,0.0001776885,0.0003021403,0.0001965891],"domain_scores_gemma":[0.9996453,0.00001203963,0.00007981953,0.00008788702,0.00007951957,0.00009541958],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008008677,0.00005239531,0.9842658,0.00004533138,0.0000149167,0.000006242535,0.008105045,0.0002678922,0.000003127722,0.000001335889,0.0001083386,0.006328703],"study_design_scores_gemma":[0.004170955,0.0004622719,0.9937837,0.0002460801,0.00001159076,2.801439e-7,0.0007353937,0.0001990254,0.000003424952,7.041702e-7,0.0002727237,0.0001138727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981133,0.0001883878,0.000008414077,0.0005381529,0.00004599796,0.0008583055,0.00005549585,0.00001834929,0.0001735713],"genre_scores_gemma":[0.9984744,0.0000372954,0.00001542316,0.00119504,0.00005913549,0.0001770063,0.00002480627,0.000009317186,0.000007621004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01215613,"threshold_uncertainty_score":0.9777138,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03672458451035587,"score_gpt":0.3214294715722497,"score_spread":0.2847048870618938,"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."}}