{"id":"W4405829110","doi":"10.1017/s1049023x24000633","title":"Updates to Article Categories for Prehospital and Disaster Medicine","year":2024,"lang":"en","type":"article","venue":"Prehospital and Disaster Medicine","topic":"Disaster Response and Management","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Disaster medicine; Medical emergency; Statement (logic); Emergency medical services; Medicine; Poison control; Suicide prevention; Political 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":[],"consensus_categories":[],"category_scores_codex":[0.0006353843,0.0003554728,0.0005045024,0.0001941054,0.0003371921,0.00005036674,0.0001620398,0.0001043426,0.0005982404],"category_scores_gemma":[0.0002702901,0.0002259289,0.00004616018,0.0002370754,0.0003973241,0.0003904107,0.0003909901,0.0002380137,0.00014868],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003957038,"about_ca_system_score_gemma":0.00003591971,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001429672,"about_ca_topic_score_gemma":0.00006899507,"domain_scores_codex":[0.9976125,0.0001067575,0.0006383492,0.0006663603,0.0003140575,0.0006620123],"domain_scores_gemma":[0.9984596,0.000570246,0.00006959325,0.0003381546,0.00008189409,0.0004805573],"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":[0.00122427,0.0001750385,0.0152077,0.004506994,0.0003637758,0.00006327938,0.5956779,0.000001478487,0.001359549,0.08159026,0.2294971,0.07033275],"study_design_scores_gemma":[0.005377824,0.005182935,0.02836009,0.004015585,0.000592934,0.00001805115,0.2335991,0.0006101488,0.00005415285,0.03405418,0.6872566,0.0008784567],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9224583,0.006997032,0.003575603,0.0440312,0.001982031,0.002409246,0.00005401226,0.0002292498,0.01826337],"genre_scores_gemma":[0.97049,0.000163181,0.0001713056,0.004323804,0.001259478,0.0006600818,0.00005452018,0.00005704443,0.02282057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4577595,"threshold_uncertainty_score":0.9213115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03708289384122051,"score_gpt":0.4105046676149303,"score_spread":0.3734217737737098,"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."}}