{"id":"W4390281402","doi":"10.2196/51426","title":"Exploring the Feasibility of Using ChatGPT to Create Just-in-Time Adaptive Physical Activity mHealth Intervention Content: Case Study","year":2023,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"mHealth; Intervention (counseling); Content (measure theory); Computer science; Multimedia; Psychology; Psychological intervention; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01004783,0.0009250522,0.0005671241,0.001256017,0.004616874,0.002784884,0.002816229,0.00303692,0.005796341],"category_scores_gemma":[0.03502733,0.0008214567,0.001064579,0.0006470947,0.002378196,0.003602584,0.003855816,0.002774165,0.001399262],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002256759,"about_ca_system_score_gemma":0.002697864,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004631679,"about_ca_topic_score_gemma":0.01399734,"domain_scores_codex":[0.9926615,0.004667235,0.0003585976,0.0007002769,0.0009707406,0.0006418067],"domain_scores_gemma":[0.9759161,0.01823343,0.00104147,0.00127807,0.001844881,0.001686043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"case_report","study_design_scores_codex":[0.001027045,0.01839036,0.05747786,0.004816763,0.0001829917,0.0750409,0.5347743,0.001993661,0.01381621,0.007351625,0.02173917,0.263389],"study_design_scores_gemma":[0.001164037,0.01224881,0.05648623,0.004885695,0.0007445739,0.09720821,0.5158365,0.02783287,0.0401939,0.009202726,0.2332745,0.0009219433],"study_design_candidate":"case_report","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9563854,0.0006494525,0.02121009,0.002563471,0.0001952422,0.00348656,0.0003255947,0.0002837283,0.01490047],"genre_scores_gemma":[0.8678071,0.00125069,0.1122782,0.00177565,0.0001064345,0.004288023,0.0002742578,0.0003011929,0.01191845],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01004783,"threshold_uncertainty_score":0.05313867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4224212548552816,"score_gpt":0.5427564494244093,"score_spread":0.1203351945691277,"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."}}