{"id":"W4417461776","doi":"10.1093/bjsw/bcaf274","title":"Children’s access to child protection social work through mobile apps","year":2025,"lang":"en","type":"article","venue":"The British Journal of Social Work","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Economic and Social Research Council","keywords":"Child protection; Statutory law; Child abuse; Mobile apps; Social work; Quarter (Canadian coin); Categorization; Poison control","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0008518858,0.0001313362,0.0003123643,0.00009303699,0.006654193,0.001206134,0.0009892033,0.00023462,0.0001146216],"category_scores_gemma":[0.0002626298,0.0001312243,0.0002210417,0.002979853,0.0004092027,0.0004660409,0.0002230495,0.0006602808,0.00003115521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002312977,"about_ca_system_score_gemma":0.0002124849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002531219,"about_ca_topic_score_gemma":0.0003142738,"domain_scores_codex":[0.9982878,0.0001871006,0.0004516093,0.000177979,0.0004878411,0.0004076531],"domain_scores_gemma":[0.9993123,0.00006263375,0.0002932188,0.00007343714,0.000200618,0.00005781686],"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":[0.00025559,0.0002434845,0.004577916,0.000008188267,0.0002460787,0.000025254,0.01692575,0.0000120334,0.000003134458,0.01660764,0.1877415,0.7733535],"study_design_scores_gemma":[0.00105495,0.00006984519,0.321323,0.0006214959,0.00008351992,0.0000615551,0.005465007,5.851905e-8,0.00009750226,0.05281712,0.6179575,0.0004483933],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.776662,0.001709996,0.001103619,0.08390962,0.002104369,0.001658765,0.000009829861,0.0002190316,0.1326228],"genre_scores_gemma":[0.9939029,0.0001485175,0.0001009611,0.001187879,0.002031694,0.00004465023,0.000001910138,0.00001481111,0.002566719],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7729051,"threshold_uncertainty_score":0.9998307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01837247019174295,"score_gpt":0.2989066132164992,"score_spread":0.2805341430247563,"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."}}