{"id":"W4417293539","doi":"10.1080/02615479.2025.2604158","title":"Reimagining readiness: how frontline social workers redefine preparation for child welfare practice","year":2025,"lang":"en","type":"article","venue":"Social Work Education","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Social work; Welfare; Social Welfare; Social justice; Social care; Work (physics)","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01510223,0.000678993,0.0004515232,0.001739608,0.01841169,0.01138067,0.003664086,0.002913759,0.005536236],"category_scores_gemma":[0.02439629,0.000751567,0.0005819128,0.0008444883,0.01587769,0.006986608,0.0153363,0.006947611,0.0007715005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01565401,"about_ca_system_score_gemma":0.04304456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05287401,"about_ca_topic_score_gemma":0.1387005,"domain_scores_codex":[0.985081,0.009242614,0.0002211346,0.0007083557,0.001087568,0.003659423],"domain_scores_gemma":[0.9875471,0.004052162,0.0008072777,0.0007945586,0.001629773,0.005169195],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003592876,0.0003418312,0.007702998,0.0001582833,0.000009238847,0.0008088918,0.9200693,0.0001145248,0.001137693,0.004384646,0.0060905,0.05914614],"study_design_scores_gemma":[0.000009085596,0.0001047726,0.007081519,0.0003658722,0.000009007276,0.0002120456,0.9484724,0.0001663584,0.0003270576,0.002637082,0.0405789,0.000035794],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.924428,0.0009170222,0.006204836,0.03431956,0.0004004899,0.0004493285,0.00004422056,0.0002245134,0.03301204],"genre_scores_gemma":[0.9841959,0.0005981367,0.005430137,0.001957599,0.00003763771,0.0001668429,0.00004320201,0.00008282228,0.007487674],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05287401,"threshold_uncertainty_score":0.1135783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02259887986924553,"score_gpt":0.3965324943992498,"score_spread":0.3739336145300042,"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."}}