{"id":"W4391774212","doi":"10.32920/25213019","title":"Training in Child Welfare: A Worker’s Perspective","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Social Work Education and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; Brock University","funders":"","keywords":"Welfare; Training (meteorology); Perspective (graphical); Psychology; Sample (material); Front line; Welfare system; Applied psychology; Medical education; Social psychology; Medicine; Political science; Computer science","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":[0.006409476,0.0002960124,0.0002878126,0.00124415,0.01697733,0.007863791,0.00113969,0.003444688,0.004354287],"category_scores_gemma":[0.004153405,0.0002771269,0.0002757054,0.001579116,0.01337595,0.003993723,0.004296421,0.00545285,0.0003535363],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009718319,"about_ca_system_score_gemma":0.009551109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06732538,"about_ca_topic_score_gemma":0.1084208,"domain_scores_codex":[0.9922523,0.00480183,0.0001111125,0.0002552253,0.0007142505,0.001865414],"domain_scores_gemma":[0.9948087,0.002468894,0.0004904887,0.0001112096,0.0006179236,0.00150276],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003206963,0.0001609067,0.01058611,0.0002454297,0.000008338224,0.001576218,0.9250429,0.00008557057,0.0004792237,0.0301081,0.01396141,0.01771378],"study_design_scores_gemma":[0.000004821643,0.00006991574,0.007030133,0.0003516896,0.000003738355,0.0004008326,0.913251,0.00005098095,0.0001079955,0.001577065,0.0771393,0.00001243252],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5690361,0.01039327,0.001396645,0.2712939,0.00106104,0.00006045238,0.0001087042,0.00002938926,0.1466203],"genre_scores_gemma":[0.9637089,0.007901649,0.0005608003,0.01496129,0.0004632611,0.00003994535,0.00002290594,0.00002425504,0.01231704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06732538,"threshold_uncertainty_score":0.133867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06680430376794703,"score_gpt":0.4142552153761674,"score_spread":0.3474509116082203,"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."}}