{"id":"W4321494811","doi":"10.1093/bjsw/bcad079","title":"Social Work Interventions with Children under 5 in Scotland: Over a Quarter Referred and One in Seventeen Investigated with Wide Variations between Local Authorities","year":2023,"lang":"en","type":"article","venue":"The British Journal of Social Work","topic":"Child Abuse and Trauma","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychological intervention; Quarter (Canadian coin); Legislation; Social deprivation; Referral; Intervention (counseling); Work (physics); Social work; Demography; Psychology; Medicine; Political science; Family medicine; Law; Geography; Sociology; Nursing; Engineering","routes":{"ca_aff":false,"ca_fund":false,"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":[0.001144808,0.0002719204,0.0004760775,0.002352,0.002092729,0.001287405,0.0007518815,0.0006130894,0.002803645],"category_scores_gemma":[0.004827765,0.0004948475,0.0006404311,0.002538055,0.001375601,0.0009955723,0.002537144,0.001147185,0.0003145819],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004363857,"about_ca_system_score_gemma":0.005114658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2253506,"about_ca_topic_score_gemma":0.3640403,"domain_scores_codex":[0.9966816,0.0005121166,0.0003467093,0.0002738615,0.001026086,0.001159574],"domain_scores_gemma":[0.9955498,0.000615895,0.002216049,0.0001186814,0.0005195118,0.0009801449],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000067996,0.00006110173,0.9668902,0.0001395605,0.00002480708,0.0007066108,0.02065176,0.00002413961,0.0002649695,0.0001224102,0.000866603,0.01017974],"study_design_scores_gemma":[0.000002793963,0.00009698805,0.9828082,0.00006201992,0.000006839387,0.0004028888,0.01547918,0.00001646634,0.00004382038,0.00001356508,0.001058108,0.000009227464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976539,0.000632398,0.00002879653,0.0003377458,0.00001174017,0.00002210104,0.0003275111,0.000006233789,0.0009794927],"genre_scores_gemma":[0.9984837,0.0006383095,0.00006565041,0.0001390635,0.00001020133,0.00002391945,0.0001609004,0.000003627865,0.0004746423],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2253506,"threshold_uncertainty_score":0.4480779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04154367037257806,"score_gpt":0.305985077371853,"score_spread":0.2644414069992749,"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."}}