{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06582288,0.00180878,0.004840106,0.04453944,0.002596508,0.007431411,0.003015151,0.005635866,0.003971176],"category_scores_gemma":[0.236561,0.001839331,0.004829962,0.03708744,0.002612663,0.01108877,0.005384481,0.003204274,0.0008639458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01124166,"about_ca_system_score_gemma":0.05813153,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01276522,"about_ca_topic_score_gemma":0.03114286,"domain_scores_codex":[0.9530812,0.02265101,0.01525114,0.001447783,0.006486296,0.001082561],"domain_scores_gemma":[0.7335091,0.2109427,0.02488048,0.003559172,0.02528859,0.00181995],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001172796,0.00008520759,0.001621389,0.7790537,0.001093075,0.000479514,0.007440885,0.0003165345,0.0002780808,0.002479713,0.01051096,0.1965235],"study_design_scores_gemma":[0.00001936169,0.00003545656,0.0008754753,0.9748786,0.001220078,0.0001378378,0.002247387,0.00006250805,0.00006786123,0.0004998151,0.01993992,0.00001569323],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002855879,0.9812867,0.001787251,0.006345449,0.0007881532,0.003870154,0.0006157081,0.00002753691,0.002423141],"genre_scores_gemma":[0.01731551,0.9692745,0.005426222,0.001873169,0.0002227071,0.005029328,0.0005608667,0.00001697738,0.000280813],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.06582288,"threshold_uncertainty_score":0.3481088,"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."}}