{"id":"W4401610634","doi":"10.2196/58753","title":"Enhancing Medical Interview Skills Through AI-Simulated Patient Interactions: Nonrandomized Controlled Trial","year":2024,"lang":"en","type":"article","venue":"JMIR Medical Education","topic":"Simulation-Based Education in Healthcare","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Randomized controlled trial; Psychology; Medical education; Applied psychology; Medicine; Computer science; World Wide Web; Surgery","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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001642929,0.0003369608,0.0009627726,0.0003733379,0.0001514331,0.00009756276,0.0001965232,0.0004850983,0.02460943],"category_scores_gemma":[0.00902852,0.0002627641,0.0004402659,0.0007779524,0.0001375744,0.000337211,0.00004754063,0.001275645,0.0005624832],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000731721,"about_ca_system_score_gemma":0.01283085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001962292,"about_ca_topic_score_gemma":0.00003105767,"domain_scores_codex":[0.9943106,0.0007509342,0.001909057,0.0006508006,0.001955253,0.0004233519],"domain_scores_gemma":[0.9939848,0.00331569,0.0002596045,0.0005483682,0.0009081031,0.0009834961],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.233281,0.0290353,0.001475396,0.005496603,0.001900762,0.0002040641,0.07202756,0.00005543464,0.0001851752,0.00377959,0.1806297,0.4719294],"study_design_scores_gemma":[0.7198321,0.002722328,0.00082722,0.02773097,0.0009854021,0.0005722222,0.008238561,0.04691773,0.0006256679,0.002538418,0.1879073,0.0011021],"study_design_candidate":"randomized_trial","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7944204,0.005472094,0.003905337,0.1466211,0.03480184,0.01171693,0.000006911085,0.0007636443,0.002291771],"genre_scores_gemma":[0.9692255,0.0002229344,0.0003196202,0.02223595,0.003612804,0.002710898,0.000399352,0.00006670347,0.001206236],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4865511,"threshold_uncertainty_score":0.9999825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946820282441439,"score_gpt":0.4358038825123732,"score_spread":0.4163356796879588,"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."}}