{"id":"W4224237487","doi":"10.1111/acem.14510","title":"Hot off the press: We care a lot: The <scp>EmPATH</scp> study","year":2022,"lang":"en","type":"article","venue":"Academic Emergency Medicine","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Medicine; Emergency department; Referral; Psychological intervention; Mental health; Unit (ring theory); Psychiatry; Emergency medicine; Medical emergency; Family medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003204528,0.0004090518,0.0007965167,0.0004270515,0.001796392,0.002370677,0.001074595,0.001769505,0.006826037],"category_scores_gemma":[0.009663962,0.0006517087,0.00109154,0.001145906,0.0007310239,0.002359408,0.0015359,0.004698158,0.001439931],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009448383,"about_ca_system_score_gemma":0.002563389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01668097,"about_ca_topic_score_gemma":0.02952422,"domain_scores_codex":[0.9980608,0.0009726648,0.0001597859,0.0002167549,0.000290465,0.0002995425],"domain_scores_gemma":[0.9936114,0.001388779,0.001867197,0.0005166951,0.0007389749,0.001876873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007085545,0.005657817,0.8928888,0.001477749,0.002478864,0.0005513572,0.005813809,0.0000695253,0.000167813,0.0007747093,0.05585616,0.02717789],"study_design_scores_gemma":[0.0025678,0.005194412,0.9452866,0.001575712,0.001914994,0.0006523875,0.02147795,0.0002938248,0.00008735036,0.0007144503,0.02014014,0.0000945665],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9769062,0.004587653,0.0001230543,0.007145957,0.0005210427,0.0003879338,0.003149975,0.00001105655,0.007167108],"genre_scores_gemma":[0.9788816,0.002468816,0.0002826324,0.01057925,0.0006800226,0.0007793847,0.001991966,0.00002764223,0.004308779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01668097,"threshold_uncertainty_score":0.03316778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1011602439777633,"score_gpt":0.4304469724202494,"score_spread":0.3292867284424861,"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."}}