{"id":"W2794187237","doi":"10.1111/inm.12445","title":"Rapid tranquilization: An audit of Irish mental health nursing practice","year":2018,"lang":"en","type":"article","venue":"International Journal of Mental Health Nursing","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"International Tropical Timber Organization","keywords":"Seclusion; Debriefing; Mental health; Audit; Medicine; Intervention (counseling); Nursing; Psychiatry; Medical education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004554072,0.0002905983,0.0004312013,0.003188728,0.001200079,0.001316659,0.0008924056,0.000546402,0.001128054],"category_scores_gemma":[0.01154284,0.0007418228,0.0004520262,0.00309232,0.001230451,0.0009606979,0.002677122,0.0007888351,0.0003557817],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007441533,"about_ca_system_score_gemma":0.007315565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06103908,"about_ca_topic_score_gemma":0.0917045,"domain_scores_codex":[0.9949469,0.001641953,0.0009138503,0.0003283949,0.00132161,0.0008472683],"domain_scores_gemma":[0.9851714,0.002578757,0.005722778,0.0007012302,0.003812705,0.002013097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004790708,0.0005376124,0.8326178,0.0009846294,0.00004915926,0.002207255,0.09958958,0.0002001436,0.002230579,0.0001403069,0.002352281,0.05861155],"study_design_scores_gemma":[0.00001255165,0.0005149226,0.9585059,0.0001573754,0.00001172247,0.0005926118,0.0363519,0.0001652767,0.0003218296,0.0000127843,0.003320066,0.0000331293],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970202,0.000227271,0.0001916795,0.0001808944,0.00001345781,0.0003197241,0.0003851195,0.000015922,0.001645714],"genre_scores_gemma":[0.9951822,0.001025079,0.0008629918,0.0002952879,0.00002056198,0.0004285183,0.0005560709,0.00002489059,0.001604334],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06103908,"threshold_uncertainty_score":0.1213676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07004096225643873,"score_gpt":0.5071219921359132,"score_spread":0.4370810298794745,"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."}}