{"id":"W4410300261","doi":"10.32920/29041835.v1","title":"Strengthening Institutional Responses: Criminal Justice, Child Welfare, and Immigration Systems","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada; University of Waterloo; York University","keywords":"Immigration; Criminal justice; Welfare; Criminology; Economic Justice; Welfare system; Political science; Sociology; Law","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00647248,0.0003406392,0.0003420502,0.001208546,0.02475613,0.01120251,0.00158074,0.002314566,0.00985534],"category_scores_gemma":[0.004918098,0.0004068901,0.0002873221,0.003031227,0.02584402,0.00365767,0.01462642,0.003491244,0.0002992164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.09266454,"about_ca_system_score_gemma":0.1279411,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7675061,"about_ca_topic_score_gemma":0.9229826,"domain_scores_codex":[0.992552,0.003455376,0.00009372178,0.0001864798,0.0006074356,0.003104924],"domain_scores_gemma":[0.994188,0.0007110538,0.0003819217,0.0001119245,0.0003884174,0.004218691],"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":[0.0001028033,0.0002023936,0.03429209,0.0005551593,0.00004559529,0.001624621,0.685585,0.000410171,0.0005753645,0.1394631,0.06301571,0.07412809],"study_design_scores_gemma":[0.00001847907,0.00004404836,0.05269879,0.000588412,0.00001377207,0.0001309377,0.8053173,0.00006524967,0.0001472911,0.006392986,0.1345539,0.00002890299],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.4910555,0.01223888,0.001008231,0.2693138,0.0009959589,0.0002501401,0.0001624339,0.00006375088,0.2249114],"genre_scores_gemma":[0.974423,0.004429125,0.000419133,0.004988633,0.0001045476,0.0000819078,0.00004761455,0.00002293972,0.01548309],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7675061,"threshold_uncertainty_score":0.6723315,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03309756387252508,"score_gpt":0.3420002265003174,"score_spread":0.3089026626277923,"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."}}