{"id":"W7045275388","doi":"","title":"Accuracy and completeness of Mental Health Act forms applied to involuntary patients admitted to an inpatient psychiatric ward","year":2019,"lang":"en","type":"other","venue":"Dove Medical Press (Taylor and Francis Group)","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Documentation; Mental Health Act; Mental health; Completeness (order theory); Chart; Mental disease; Power of attorney; Psychiatric hospital","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009851484,0.0002038483,0.0003874325,0.004412411,0.0008247167,0.001597898,0.0008646037,0.000369261,0.001117644],"category_scores_gemma":[0.1031348,0.0003695051,0.000352533,0.004994518,0.0008911339,0.0007936924,0.001264812,0.00058856,0.0003076096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002577294,"about_ca_system_score_gemma":0.004042047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03134916,"about_ca_topic_score_gemma":0.03281678,"domain_scores_codex":[0.9757292,0.007350671,0.006485964,0.001109981,0.008626704,0.0006975366],"domain_scores_gemma":[0.8420673,0.05228134,0.0728047,0.007030821,0.02446705,0.001348709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008335843,0.00003143843,0.9866168,0.00008962607,0.00002465149,0.0001955561,0.001705038,0.0001840799,0.00008696555,0.0001053864,0.0007177197,0.01015931],"study_design_scores_gemma":[0.000005800162,0.00009527308,0.9923043,0.0003076266,0.00002248847,0.0007326354,0.002542786,0.001148484,0.0006650743,0.00005619815,0.002095829,0.00002366582],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936009,0.0006736995,0.0008442884,0.000302816,0.00003979479,0.0001726057,0.001663988,0.00002173313,0.002680261],"genre_scores_gemma":[0.9964629,0.0004816417,0.001173143,0.00003650922,0.00001578571,0.00006070748,0.001293597,0.00001236242,0.0004634325],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03134916,"threshold_uncertainty_score":0.06233335,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312577894809802,"score_gpt":0.3409775009531377,"score_spread":0.3178517220050396,"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."}}