{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03191675,0.0009366562,0.001628477,0.001696531,0.00294957,0.001757578,0.001174415,0.001505522,0.00145988],"category_scores_gemma":[0.02944656,0.001291747,0.001728078,0.001034622,0.001084624,0.002210136,0.001987805,0.001147198,0.0002699418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002547363,"about_ca_system_score_gemma":0.005842874,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005440394,"about_ca_topic_score_gemma":0.0117611,"domain_scores_codex":[0.9822175,0.01127545,0.002272305,0.001537428,0.001521248,0.001176051],"domain_scores_gemma":[0.9719101,0.01522975,0.003643898,0.001709854,0.005748922,0.001757519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.003856632,0.02919557,0.6256757,0.005123254,0.0006828582,0.001744343,0.2364177,0.0002680783,0.003862904,0.0004251247,0.00118742,0.09156039],"study_design_scores_gemma":[0.002810924,0.04227196,0.6486639,0.002038236,0.002199929,0.0009345802,0.283403,0.003666685,0.005183153,0.0005905625,0.00783617,0.0004007949],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961366,0.000247348,0.0007277624,0.00009761933,0.00001709459,0.002438537,0.00006675751,0.000005063035,0.0002632002],"genre_scores_gemma":[0.9761293,0.0007224423,0.008843849,0.0007883783,0.00006405165,0.0125721,0.0002299549,0.00001322585,0.0006367419],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03191675,"threshold_uncertainty_score":0.1687939,"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."}}