{"id":"W6888676576","doi":"10.21427/hnqj-ba69","title":"Exploring the potential of administrative data for understanding and advancing child protection and family support policy, practice and research in Ireland","year":2023,"lang":"en","type":"article","venue":"Arrow - TU Dublin (Technological University Dublin)","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Statutory law; Child protection; Context (archaeology); Legislature; Welfare; Child support; Population","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":[0.1411591,0.0004750172,0.00115857,0.009589876,0.002718435,0.01544323,0.003732825,0.001965689,0.002924257],"category_scores_gemma":[0.3407853,0.001251642,0.001361676,0.01762927,0.006157706,0.01359796,0.01453371,0.004671191,0.0007413713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01608706,"about_ca_system_score_gemma":0.0415514,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1178124,"about_ca_topic_score_gemma":0.1365011,"domain_scores_codex":[0.812446,0.1497427,0.01453889,0.00374349,0.01435943,0.005169532],"domain_scores_gemma":[0.5215334,0.3645586,0.03076624,0.04076361,0.03658908,0.005789041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0006522642,0.0004945964,0.335163,0.005110961,0.0006055237,0.0007863079,0.05291615,0.0107042,0.0006952162,0.2443194,0.03581196,0.3127405],"study_design_scores_gemma":[0.0002127411,0.0005186342,0.2274486,0.02015872,0.0003408552,0.000561961,0.1744394,0.0207188,0.001596889,0.1716648,0.3817438,0.0005947883],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4010805,0.01993122,0.1429971,0.211372,0.002055091,0.004500154,0.04493051,0.0006137546,0.1725197],"genre_scores_gemma":[0.8010505,0.008624066,0.1661318,0.006424855,0.0004416151,0.00339304,0.01070939,0.0001901063,0.00303448],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1411591,"threshold_uncertainty_score":0.7465295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4150204397616402,"score_gpt":0.4024733465739387,"score_spread":0.01254709318770147,"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."}}