{"id":"W4295943209","doi":"10.3399/bjgpo.2022.0061","title":"The mental health detention process: a scoping review to inform GP training","year":2022,"lang":"en","type":"review","venue":"BJGP Open","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Queen's University; Public Health Agency; Queen's University Belfast","keywords":"Mental health; Process (computing); Legislation; Medical education; Thematic analysis; Psychology; Best practice; Nursing; Medicine; Qualitative research; Political science; Computer science; Psychiatry","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005467936,0.0003907075,0.001810594,0.0001494814,0.00147124,0.0002412819,0.001962303,0.0001648684,0.002082406],"category_scores_gemma":[0.0005821665,0.0002535538,0.0003565268,0.000950933,0.00003654065,0.0001044548,0.0005896348,0.0008022671,0.0007570795],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003939902,"about_ca_system_score_gemma":0.002817474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001923648,"about_ca_topic_score_gemma":0.0002052701,"domain_scores_codex":[0.995299,0.0009952055,0.001672118,0.00069308,0.0005759582,0.0007646084],"domain_scores_gemma":[0.9972515,0.0005552255,0.0009413696,0.0008857889,0.00004738772,0.0003187547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007702995,0.00002135756,7.011028e-8,0.0309316,0.00005944227,0.00003239125,0.001527264,4.847077e-8,5.078775e-10,0.00008365829,0.005954084,0.9613824],"study_design_scores_gemma":[0.00009553932,0.000133618,0.000001376691,0.29903,0.00003631727,0.0003703577,0.0008096762,1.292507e-7,8.324759e-10,0.00002324826,0.6993124,0.0001872971],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[8.084493e-7,0.9691659,0.00001398016,0.003206792,0.00168116,0.01213151,0.00008057555,0.00005315629,0.01366609],"genre_scores_gemma":[0.000001543309,0.9900572,0.0001203103,0.003726005,0.0001562124,0.003641914,0.0002268549,0.00007532598,0.001994671],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9611951,"threshold_uncertainty_score":0.9999917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4260780701780333,"score_gpt":0.6090135117153785,"score_spread":0.1829354415373452,"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."}}