{"id":"W4372227611","doi":"10.1016/j.jelectrocard.2023.03.021","title":"What is the truth? Possibilities and impossibilities of post-hoc labeling a prehospital ECG","year":2023,"lang":"en","type":"article","venue":"Journal of Electrocardiology","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Ideal (ethics); Burnout; Medicine; Quarter (Canadian coin); Medical education; Post hoc; Emotional distress; Psychology; Psychiatry; Clinical psychology; Internal medicine; 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1891845,0.0006007954,0.00144953,0.002795856,0.007946883,0.01381915,0.004789909,0.01887428,0.003785368],"category_scores_gemma":[0.4131762,0.001160404,0.001404899,0.001574224,0.03047667,0.01997432,0.00560076,0.02141659,0.001533804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004190253,"about_ca_system_score_gemma":0.01062307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005456076,"about_ca_topic_score_gemma":0.00805813,"domain_scores_codex":[0.8802351,0.08406953,0.008497499,0.006739204,0.01728714,0.003171522],"domain_scores_gemma":[0.5071255,0.3813664,0.02181499,0.03836646,0.04256058,0.008766123],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001520827,0.0004610381,0.05444195,0.001373591,0.000525633,0.005838774,0.03862043,0.001941034,0.002328072,0.3743009,0.1264995,0.3921483],"study_design_scores_gemma":[0.0002586249,0.0003194877,0.01267831,0.005586994,0.0004521071,0.0126251,0.04758703,0.007556578,0.004295025,0.7586777,0.1493574,0.0006055143],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.0374688,0.006969561,0.03444523,0.8947009,0.005296523,0.00006518379,0.0001864937,0.000116947,0.02075044],"genre_scores_gemma":[0.7993742,0.007818229,0.05184118,0.1155987,0.02131428,0.0001878589,0.0001914286,0.0002676333,0.003406433],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8108155,"threshold_uncertainty_score":0.9998799,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0331881485270988,"score_gpt":0.3963772899727395,"score_spread":0.3631891414456407,"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."}}