{"id":"W4414867096","doi":"10.1002/car.70067","title":"Safeguarding Our Children and the Vulnerable: Integration and a Platform for Prevention","year":2025,"lang":"en","type":"article","venue":"Child Abuse Review","topic":"Crime, Deviance, and Social Control","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Mounted Police","funders":"","keywords":"Safeguarding; Toolbox; Transparency (behavior); Amateur; Thematic analysis; Identity (music); Identity management; Analytics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01878043,0.000422751,0.0007787117,0.005923815,0.001523644,0.008919157,0.001973793,0.002312014,0.003303235],"category_scores_gemma":[0.02107116,0.0003625498,0.00102037,0.003002781,0.005408346,0.009415841,0.008605546,0.003976385,0.0005954692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002749647,"about_ca_system_score_gemma":0.01172196,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004416755,"about_ca_topic_score_gemma":0.00542656,"domain_scores_codex":[0.9889777,0.007467726,0.0006537332,0.00052287,0.001999624,0.0003783077],"domain_scores_gemma":[0.9745131,0.01543897,0.002279853,0.002457996,0.003816717,0.001493347],"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":[0.00005931877,0.0002527779,0.004930084,0.005563713,0.0002191723,0.0002844782,0.008352497,0.0004652812,0.0003971348,0.2475063,0.0303947,0.7015746],"study_design_scores_gemma":[0.0000394696,0.0003288815,0.01366414,0.05020966,0.0003397249,0.0009991727,0.02028576,0.001017657,0.0008184824,0.1169121,0.7953094,0.0000755922],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02395866,0.5454111,0.02878693,0.3089553,0.005001332,0.0004571984,0.0003699699,0.0004252565,0.08663424],"genre_scores_gemma":[0.4384269,0.4558475,0.06749917,0.02282588,0.003015233,0.0008088215,0.0005117326,0.0001245569,0.01094027],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01878043,"threshold_uncertainty_score":0.09932154,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0183464941171281,"score_gpt":0.3389583960596648,"score_spread":0.3206119019425366,"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."}}