{"id":"W3214262902","doi":"10.5811/westjem.2021.4.51518","title":"A Scoping Review of Current Social Emergency Medicine Research","year":2021,"lang":"en","type":"review","venue":"Western Journal of Emergency Medicine","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Heart, Lung, and Blood Institute; Agency for Healthcare Research and Quality","keywords":"Observational study; Medicine; Transgender; MEDLINE; Subject (documents); Systematic review; Health care; Family medicine; Medical education; Library science; Psychology; Pathology; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.02974813,0.0005349191,0.005069124,0.001259175,0.0005834554,0.000006907529,0.002105911,0.0003753591,0.02844617],"category_scores_gemma":[0.01216786,0.0003522643,0.001230719,0.004283461,0.001118122,0.000265386,0.0002666969,0.002613405,0.00004086485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003349748,"about_ca_system_score_gemma":0.004739519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003022638,"about_ca_topic_score_gemma":0.0002830461,"domain_scores_codex":[0.9801269,0.00645866,0.005858353,0.0005340205,0.005862427,0.001159665],"domain_scores_gemma":[0.9890003,0.0008107164,0.003621981,0.0005302657,0.005308344,0.0007283533],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008978013,0.000165939,0.0002064412,0.4212481,0.0002664239,0.00004281084,0.005131145,1.711486e-8,0.000001848009,0.0006707552,0.09380398,0.4784536],"study_design_scores_gemma":[0.0001387284,0.0002361414,0.000005193716,0.4905873,0.000509161,0.000008307989,0.001057247,2.324555e-8,1.172541e-7,0.00008735395,0.5072212,0.0001492546],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005995354,0.9794253,0.00004115195,0.003138393,0.01007255,0.001348079,0.000008279744,0.00001098972,0.005949232],"genre_scores_gemma":[0.00000911318,0.9851016,0.000005828916,0.00001415586,0.0127806,0.00004478189,0.00002465637,0.00005960269,0.001959674],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4783043,"threshold_uncertainty_score":0.999893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6952881897888334,"score_gpt":0.6658256208602185,"score_spread":0.02946256892861498,"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."}}