{"id":"W3133406856","doi":"10.2196/26911","title":"Development and Early Feasibility of Chatbots for Educating Patients With Lung Cancer and Their Caregivers in Japan: Mixed Methods Study","year":2021,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Yasuda Memorial Medical Foundation","keywords":"Chatbot; Test (biology); Medicine; Lung cancer; Service (business); Family medicine; Psychology; Medical education; Nursing; World Wide Web; Computer science; Oncology","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":[0.0002081514,0.0001161566,0.0002342105,0.00005513331,0.00005214963,0.00001532913,0.00005225453,0.0000363017,0.00004243143],"category_scores_gemma":[0.00001573409,0.00009734852,0.000023424,0.0001514765,0.00004523315,0.00008436065,0.00005869175,0.00007160148,1.572715e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002510256,"about_ca_system_score_gemma":0.0001626074,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001234412,"about_ca_topic_score_gemma":0.005651261,"domain_scores_codex":[0.9989958,0.00009783564,0.0002893674,0.0003390946,0.00007487709,0.0002029955],"domain_scores_gemma":[0.9994478,0.00007931524,0.000133259,0.0001484101,0.000120852,0.0000704151],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001150683,0.0006937233,0.7313513,0.0002311063,0.00008389159,4.242881e-7,0.02986413,4.317849e-7,0.00001328908,0.00003498176,0.0000654957,0.2375461],"study_design_scores_gemma":[0.001890815,0.0002440262,0.9807736,0.0002691272,0.00001363143,4.140855e-7,0.01585859,0.00000273959,0.0005563009,0.00002166908,0.0002670927,0.0001020359],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964507,0.0011225,0.00002689062,0.00011107,0.0005127131,0.001510437,0.00007468878,0.000007610575,0.0001833999],"genre_scores_gemma":[0.9953604,0.000001968199,0.002040223,0.00003159127,0.00001451666,0.002148072,0.000005141285,0.00001522062,0.0003829122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2494222,"threshold_uncertainty_score":0.3969758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05850798776130225,"score_gpt":0.4677828156323274,"score_spread":0.4092748278710252,"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."}}