{"id":"W4321749234","doi":"10.1097/md.0000000000032897","title":"2022 International Conference on Life, Health and Modern Medicine","year":2023,"lang":"en","type":"article","venue":"Medicine","topic":"Empathy and Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Social Science Fund of China; Communication University of China; Fujian Medical University; China Scholarship Council; National Office for Philosophy and Social Sciences; Education Department of Shaanxi Province; Mudanjiang Normal University; Shandong Jiaotong University; National Social Science Fund Youth Project; Huanggang Normal University; Northeast Forestry University; Shanxi Scholarship Council of China; National Natural Science Foundation of China; Yulin Science and Technology Bureau; Hubei Provincial Department of Education","keywords":"Medicine; Family medicine; MEDLINE; Law","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005332023,0.0007296588,0.001924571,0.00370977,0.0006468965,0.00447649,0.001472572,0.002192872,0.1933599],"category_scores_gemma":[0.01123195,0.0003053181,0.001686455,0.004169898,0.0009705884,0.002763438,0.003081649,0.002394677,0.06664355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001677276,"about_ca_system_score_gemma":0.008402177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002726135,"about_ca_topic_score_gemma":0.003280637,"domain_scores_codex":[0.9968206,0.0009212999,0.0006992727,0.0003431804,0.0009736952,0.0002419334],"domain_scores_gemma":[0.9939155,0.002444571,0.0007484554,0.0004548806,0.001890502,0.0005460472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008126183,0.00002795164,0.0005953774,0.01738319,0.0001920748,0.0001591726,0.0001986602,0.0001187892,0.0006629897,0.01697329,0.5303764,0.4332308],"study_design_scores_gemma":[0.000007910082,0.00001275191,0.0004890897,0.005803131,0.0000480106,0.0001293377,0.00005755122,0.00004136681,0.00004612883,0.001528494,0.9918275,0.000008679326],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.00142838,0.5378885,0.009045468,0.04263517,0.05881538,0.00167214,0.01287309,0.001041087,0.3346008],"genre_scores_gemma":[0.01955064,0.692314,0.01749142,0.02701772,0.01714319,0.00310832,0.0145604,0.0004865444,0.2083278],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.80664,"threshold_uncertainty_score":0.6468534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1033288175321646,"score_gpt":0.4136542215778389,"score_spread":0.3103254040456744,"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."}}