{"id":"W4401788886","doi":"10.2196/58195","title":"A Novel Cognitive Behavioral Therapy–Based Generative AI Tool (Socrates 2.0) to Facilitate Socratic Dialogue: Protocol for a Mixed Methods Feasibility Study","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agency for Healthcare Research and Quality","keywords":"Socratic method; Preprint; SOCRATES; Protocol (science); Generative grammar; Computer science; Cognition; Psychology; Artificial intelligence; Medicine; World Wide Web; Epistemology; Alternative medicine; Neuroscience","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.006965704,0.0004871274,0.0005891263,0.000589324,0.0005256923,0.0008552708,0.0006344166,0.0002011577,0.0008250687],"category_scores_gemma":[0.000593901,0.0004041698,0.0003818721,0.001346713,0.0003758857,0.0003781949,0.0002871846,0.0009805962,0.0005974463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005978497,"about_ca_system_score_gemma":0.000773804,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001338169,"about_ca_topic_score_gemma":0.0002000565,"domain_scores_codex":[0.9909443,0.003997515,0.001154591,0.001582255,0.0009033821,0.001417978],"domain_scores_gemma":[0.9952909,0.002150013,0.0001116951,0.000835459,0.00115919,0.0004527788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"nonrandomized_trial","study_design_scores_codex":[0.04502391,0.1669179,0.005083257,0.00737389,0.0009282685,0.0002402941,0.03297243,0.000008239192,0.01911478,0.005371688,0.1209467,0.5960187],"study_design_scores_gemma":[0.08507384,0.4516653,0.03853308,0.01861619,0.00007401482,0.00004014633,0.01628548,0.00183579,0.07877588,0.04904561,0.2560577,0.003996941],"study_design_candidate":"nonrandomized_trial","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.005773392,0.000002273066,0.02719465,0.00108837,0.00009014719,0.9636391,0.001337787,0.0002934451,0.0005808864],"genre_scores_gemma":[0.01834851,3.422615e-9,0.006878568,0.0002533806,0.0001367547,0.9696568,0.000058868,0.0001075866,0.004559545],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5920217,"threshold_uncertainty_score":0.999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.730222831035907,"score_gpt":0.7205620030766255,"score_spread":0.00966082795928147,"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."}}