{"id":"W4390452584","doi":"10.1016/j.childyouth.2023.107424","title":"The Trauma-informed education knowledge survey: Validation study","year":2023,"lang":"en","type":"article","venue":"Children and Youth Services Review","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Manitoba","funders":"Canadian Psychological Association; University of Manitoba","keywords":"Scale (ratio); Consistency (knowledge bases); Medical education; Psychology; Internal consistency; Medicine; Clinical psychology; Psychometrics; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02190265,0.0006730907,0.00146364,0.002440829,0.001335265,0.001808279,0.001297996,0.001292378,0.002288074],"category_scores_gemma":[0.03886076,0.0009767611,0.001735047,0.002227336,0.001270737,0.001678267,0.003182074,0.001946244,0.001075624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002900062,"about_ca_system_score_gemma":0.009372832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01271506,"about_ca_topic_score_gemma":0.0171508,"domain_scores_codex":[0.986666,0.00654366,0.001857584,0.0008553805,0.003204145,0.0008731464],"domain_scores_gemma":[0.9680697,0.01159463,0.004651888,0.003270735,0.01081948,0.001593568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001425241,0.007061725,0.9208814,0.0008010776,0.000483345,0.0001911347,0.009274242,0.000240483,0.001002674,0.0005249446,0.002643202,0.05547046],"study_design_scores_gemma":[0.0007812448,0.003701006,0.9802189,0.0003949146,0.0004141293,0.000242338,0.005930881,0.0003599521,0.0006975365,0.0001305606,0.007083813,0.00004462877],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902743,0.0004254883,0.0008395166,0.0002324146,0.00006382199,0.003804195,0.001247104,0.0000162237,0.003096943],"genre_scores_gemma":[0.9782884,0.001110167,0.003145151,0.0007341537,0.00006239056,0.010236,0.004002207,0.00004442193,0.002377124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02190265,"threshold_uncertainty_score":0.1158337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04482399494028194,"score_gpt":0.3658388436390941,"score_spread":0.3210148486988121,"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."}}