{"id":"W4412201296","doi":"10.1097/hm9.0000000000000163","title":"Traditional Chinese Medicine + artificial intelligence: Wuzhen consensus","year":2025,"lang":"en","type":"article","venue":"Acupuncture and Herbal Medicine","topic":"Traditional Chinese Medicine Studies","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"CAE (Canada)","funders":"","keywords":"Artificial intelligence; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005160804,0.0006575786,0.001432228,0.0005004834,0.0003036332,0.00000964116,0.0001491553,0.0002097068,0.001178895],"category_scores_gemma":[0.002123587,0.0003092805,0.0001303249,0.0009230085,0.001871543,0.00005487498,0.00006336396,0.0006716815,0.00002298641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009045685,"about_ca_system_score_gemma":0.0001665632,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001241619,"about_ca_topic_score_gemma":0.0000699489,"domain_scores_codex":[0.997202,0.00006931279,0.0008802037,0.0006338361,0.0007898191,0.0004248605],"domain_scores_gemma":[0.9974514,0.001351804,0.0001318498,0.0003802389,0.0003258034,0.000358887],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002931351,0.0006757488,0.04076065,0.001834626,0.001997859,0.00107655,0.005653577,0.00001028011,0.01101972,0.3755659,0.4895213,0.06895246],"study_design_scores_gemma":[0.005074624,0.003438882,0.4164127,0.00362253,0.002221957,0.001810061,0.004015725,0.0004927703,0.0001746759,0.499786,0.06226683,0.0006832628],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2353948,0.02767059,0.003896401,0.6034132,0.004594966,0.001783046,0.00006542925,0.000455314,0.1227263],"genre_scores_gemma":[0.9761221,0.0005123143,0.0005790669,0.0152583,0.005160356,0.00005408925,0.0002315083,0.00003070714,0.002051559],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7407273,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05050002395241077,"score_gpt":0.3332133583300038,"score_spread":0.282713334377593,"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."}}