{"id":"W4400650315","doi":"10.2196/56249","title":"School Violence Exposure as an Adverse Childhood Experience: Protocol for a Nationwide Study of Secondary Public Schools","year":2024,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Gun Ownership and Violence Research","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development; Centers for Disease Control and Prevention","keywords":"Psychological intervention; Mental health; Anxiety; Medicine; Suicide prevention; Poison control; Observational study; Psychology; Occupational safety and health; Injury prevention; Public health; Psychiatry; Clinical psychology; Nursing; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.009702568,0.0002754049,0.0003518869,0.0009840096,0.001503745,0.00115147,0.002003195,0.0002931326,0.002441979],"category_scores_gemma":[0.003853296,0.0002318773,0.0001626459,0.002653587,0.0007621205,0.002671164,0.0003444578,0.001637967,0.0002460097],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003612645,"about_ca_system_score_gemma":0.007688919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007362343,"about_ca_topic_score_gemma":0.0006204153,"domain_scores_codex":[0.990259,0.002646805,0.0007244982,0.001088933,0.003692029,0.001588749],"domain_scores_gemma":[0.9954273,0.0006318025,0.0001218536,0.0008832989,0.001908562,0.001027165],"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":[0.004113385,0.03120839,0.1659129,0.007043209,0.0003259574,0.0002586057,0.2469949,0.00001141695,0.005962617,0.0742028,0.01534604,0.4486199],"study_design_scores_gemma":[0.008694896,0.01853036,0.03010188,0.009775927,0.000004854903,0.000006350962,0.3263891,0.0001242436,0.002519458,0.02214953,0.5808114,0.000891997],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.06102682,0.000003839875,0.00001835692,0.0006272182,0.00001650151,0.9333351,0.00002175741,0.0002349583,0.004715493],"genre_scores_gemma":[0.2884851,0.000001093953,0.0001078602,0.00002133017,0.0003549188,0.7101794,0.000004231807,0.00003877636,0.0008073614],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.5654653,"threshold_uncertainty_score":0.9998854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2590382587871086,"score_gpt":0.5984073700308151,"score_spread":0.3393691112437065,"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."}}