{"id":"W4235026505","doi":"10.13056/acamh.12155","title":"Which young people are at greatest risk of repeat admission to psychiatric care?","year":2020,"lang":"en","type":"report","venue":"","topic":"Child and Adolescent Health","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Psychiatry; Medicine; Psychology","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":[0.0002953187,0.0001599999,0.0004457278,0.001106717,0.001168582,0.001223354,0.0004289489,0.000893638,0.002211472],"category_scores_gemma":[0.001678954,0.0002863175,0.0008136674,0.002045699,0.0002804665,0.0008594606,0.0005747681,0.001508085,0.0005831378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001057914,"about_ca_system_score_gemma":0.002776999,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3740676,"about_ca_topic_score_gemma":0.5483537,"domain_scores_codex":[0.9996316,0.00003092479,0.00003139106,0.00002517493,0.00007925069,0.0002016392],"domain_scores_gemma":[0.9986884,0.00008186439,0.0004432199,0.0000184576,0.0002458281,0.0005221578],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001325049,0.00002253724,0.9961726,0.00001134307,0.0000138024,0.00007693582,0.0001636735,0.000007854888,0.00002270108,0.0000153187,0.0007730315,0.002706958],"study_design_scores_gemma":[0.000002166814,0.00001257277,0.9971001,0.00003796222,0.00001681007,0.000126504,0.002244787,0.0000299491,0.00001788251,0.00003204208,0.0003753471,0.000003932317],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9834523,0.002818245,0.0001031522,0.003591169,0.0001298812,0.0000454811,0.003580971,0.00001926607,0.006259521],"genre_scores_gemma":[0.9919402,0.003171082,0.0001636206,0.0008360898,0.0001006539,0.00002917653,0.002000229,0.000008187673,0.00175077],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3740676,"threshold_uncertainty_score":0.7437806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04760946702657885,"score_gpt":0.3969164802544803,"score_spread":0.3493070132279014,"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."}}