{"id":"W3106689320","doi":"10.1108/tldr-07-2020-0015","title":"Challenging behaviour, inpatient services and governance in England","year":2020,"lang":"en","type":"article","venue":"Tizard Learning Disability Review","topic":"Healthcare innovation and challenges","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Scrutiny; Psychological intervention; Corporate governance; Challenging behaviour; Clinical governance; Mental health; Quality (philosophy); Learning disability; Medicine; Intervention (counseling); Inpatient care; Public relations; Nursing; Health care; Psychology; Psychiatry; Political science; Business; Law","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":[],"consensus_categories":[],"category_scores_codex":[0.001249074,0.00009841219,0.0002721623,0.000007195222,0.0001833394,0.00002640693,0.0001295675,0.00006138255,0.0003144091],"category_scores_gemma":[0.0006180912,0.00009586189,0.0000329459,0.000319042,0.0001330636,0.000131828,0.00005017266,0.0003340006,0.00002772922],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008532291,"about_ca_system_score_gemma":0.00004356516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004568537,"about_ca_topic_score_gemma":0.002468455,"domain_scores_codex":[0.9983397,0.0005477123,0.0003300184,0.0002851172,0.0002717126,0.0002257169],"domain_scores_gemma":[0.9994639,0.0001178434,0.0001143395,0.0001013454,0.00005844261,0.0001441561],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007342233,0.00006159174,0.6629227,0.005447828,0.000003913615,0.000002643215,0.02867968,0.000004316909,8.945746e-7,0.007580192,0.00002601592,0.2952628],"study_design_scores_gemma":[0.0002170114,0.0000686337,0.09849813,0.002014948,0.000009035487,4.01294e-7,0.003653931,0.00008451611,5.748195e-7,0.00007232127,0.8952055,0.0001750146],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7106766,0.08586033,0.000004990613,0.1995043,0.00007538694,0.0006056913,0.000003028709,0.000132043,0.0031376],"genre_scores_gemma":[0.8536986,0.1442619,0.00002561669,0.001878829,0.00008344007,0.00002007114,0.000004257109,0.000006838363,0.00002047663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8951795,"threshold_uncertainty_score":0.3909135,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06037632740289784,"score_gpt":0.3525951769267751,"score_spread":0.2922188495238772,"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."}}