{"id":"W2884035477","doi":"10.12968/cypn.2016.18.12","title":"How to ensure youth work thrives","year":2016,"lang":"en","type":"article","venue":"Children and Young People Now","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Impact","funders":"","keywords":"Youth work; Work (physics); Engineering ethics; Political science; Sociology; Public relations; Environmental ethics; Criminology; Engineering; Mechanical engineering","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":[0.01317432,0.001269865,0.001420927,0.001216907,0.01324991,0.01219181,0.003308516,0.02324368,0.01711068],"category_scores_gemma":[0.0264439,0.001124145,0.002136863,0.0008274619,0.01001151,0.01020607,0.01195085,0.04009825,0.007710142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006469491,"about_ca_system_score_gemma":0.05518894,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05903946,"about_ca_topic_score_gemma":0.1134471,"domain_scores_codex":[0.9817818,0.004233885,0.0006675077,0.0009950276,0.00502353,0.007298358],"domain_scores_gemma":[0.9522556,0.005888441,0.00127106,0.001670707,0.008807356,0.03010677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003350872,0.0002938508,0.005229254,0.0001969783,0.00006480249,0.0001758496,0.002927893,0.00008674641,0.0003631402,0.00779679,0.9338718,0.04895944],"study_design_scores_gemma":[0.00005777419,0.0001221887,0.008330659,0.001054352,0.00004825838,0.0001627106,0.01480704,0.0001092072,0.0003256539,0.009359403,0.9655366,0.00008615335],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001864758,0.004417661,0.0006920082,0.9599731,0.02194385,0.00003092968,0.00004541134,0.0002001738,0.01083214],"genre_scores_gemma":[0.03249727,0.007872937,0.003169321,0.8986219,0.009286085,0.0002457755,0.0001296785,0.0002931604,0.0478838],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.05903946,"threshold_uncertainty_score":0.1173916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02370178216721704,"score_gpt":0.3108324214581384,"score_spread":0.2871306392909214,"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."}}