{"id":"W4404840158","doi":"10.32920/27926463","title":"Conflict prevention, conflict mitigation, and manifestations of conflict during emergency department consultations","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Health and Conflict Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Ottawa","funders":"","keywords":"Emergency department; Conflict resolution; Armed conflict; Conflict management; Political science; Medical emergency; Medicine; Nursing; Law","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","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008120095,0.0006398976,0.001019385,0.0004876978,0.001422806,0.00003092047,0.0002825132,0.0006618043,0.002155838],"category_scores_gemma":[0.0005318403,0.0006120236,0.0002523927,0.0003816661,0.000284719,0.00009510393,0.001155371,0.001665713,0.0003578874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002069141,"about_ca_system_score_gemma":0.001671871,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001082942,"about_ca_topic_score_gemma":0.0005894868,"domain_scores_codex":[0.9942209,0.0005181965,0.002852326,0.0009896265,0.000541703,0.0008772748],"domain_scores_gemma":[0.9955273,0.0006684946,0.001072953,0.0007257298,0.001522994,0.0004825612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004573107,0.001054957,0.1071069,0.08231734,0.005760903,0.0001867053,0.4202878,0.0002414028,0.002333966,0.2584717,0.1189149,0.002865969],"study_design_scores_gemma":[0.004497027,0.0003530875,0.3130573,0.005553721,0.001812192,0.0000509273,0.02823479,0.0007756652,0.0005747859,0.01417111,0.6288629,0.002056507],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8978286,0.01471522,0.000855206,0.0145398,0.003813489,0.008667312,0.002342089,0.0007287145,0.05650952],"genre_scores_gemma":[0.8647899,0.02259247,0.002714878,0.001627221,0.0008954499,0.007237918,0.001717066,0.0002273529,0.09819773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.509948,"threshold_uncertainty_score":0.9998772,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08403376200647811,"score_gpt":0.4473893799508457,"score_spread":0.3633556179443676,"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."}}