{"id":"W3126232438","doi":"10.1192/bjo.2021.13","title":"Remote consultations in prison mental healthcare in England: impacts of COVID-19","year":2021,"lang":"en","type":"article","venue":"BJPsych Open","topic":"Psychopathy, Forensic Psychiatry, Sexual Offending","field":"Psychology","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University; University of Manchester","keywords":"Prison; Coronavirus disease 2019 (COVID-19); Mental health; Telemedicine; Pandemic; Mental healthcare; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Psychiatry; Health care; Psychology; Medicine; Medical emergency; Nursing; Criminology; Political science; Virology; Law","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009605591,0.0002435059,0.0005384609,0.0003540071,0.00007778826,0.00005428242,0.0006028539,0.0002023642,0.0008808508],"category_scores_gemma":[0.0004298561,0.0002654442,0.00006814049,0.001167025,0.00009197574,0.0001856648,0.0001758365,0.0003901548,0.0001114438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003214474,"about_ca_system_score_gemma":0.0006892345,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01243106,"about_ca_topic_score_gemma":0.04442906,"domain_scores_codex":[0.9969605,0.0006397505,0.000863802,0.0006931464,0.0002634986,0.0005792946],"domain_scores_gemma":[0.9982042,0.0003100485,0.0003088326,0.0007528276,0.00007830741,0.0003458225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002872019,0.002559349,0.511561,0.0003821476,0.0002281497,0.000783261,0.1198453,0.00003421721,0.002923765,0.0194708,0.2579124,0.08142756],"study_design_scores_gemma":[0.02821009,0.0007462227,0.5185028,0.0006265059,0.00002926514,0.0004322013,0.02861243,0.0001096384,0.0003304728,0.009380162,0.4120944,0.0009258058],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8975779,0.002720148,0.0001361792,0.02050031,0.03063187,0.002710018,0.0003088891,0.00005703124,0.04535766],"genre_scores_gemma":[0.9929938,0.00009436413,0.0025793,0.00298614,0.0002177751,0.00006431349,0.0001908079,0.00004701452,0.0008264371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.154182,"threshold_uncertainty_score":0.9999798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07689545476995542,"score_gpt":0.4381135320561918,"score_spread":0.3612180772862364,"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."}}