{"id":"W2180957953","doi":"10.1186/s12877-015-0150-9","title":"Development methods of guidelines and documents with recommendations on physical restraint reduction in nursing homes: a systematic review","year":2015,"lang":"en","type":"review","venue":"BMC Geriatrics","topic":"Healthcare Decision-Making and Restraints","field":"Psychology","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"CINAHL; CLARITY; Medicine; Health care; Nursing; Systematic review; MEDLINE; Medical education; Psychological intervention; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.004357469,0.0004105268,0.002743521,0.0005499578,0.0000583506,0.00002531587,0.0002382059,0.0002771176,0.00001375926],"category_scores_gemma":[0.00129,0.0002698416,0.0001601807,0.000989801,0.00005460428,0.00004018319,0.00003596595,0.0004177794,0.00002648438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004290014,"about_ca_system_score_gemma":0.0009596305,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001715283,"about_ca_topic_score_gemma":0.000003906237,"domain_scores_codex":[0.9942865,0.002296331,0.002115008,0.000591034,0.0004056658,0.0003054735],"domain_scores_gemma":[0.9968461,0.0007269548,0.00133404,0.0006398897,0.000300529,0.000152479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.000009084792,0.0001404275,1.322156e-7,0.3010501,0.00005599464,0.00001323874,0.0007028676,5.716416e-7,2.369761e-8,0.0001072036,0.0005728666,0.6973475],"study_design_scores_gemma":[0.0002774821,0.0001398686,0.000005137661,0.8538637,0.0008745744,0.0005515423,0.0008182852,0.00000309094,6.945153e-8,0.0002272276,0.1429055,0.0003335102],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005939413,0.9947986,0.001135506,0.0001279661,0.0007297989,0.002743701,0.00001805301,0.00002884126,0.0003581118],"genre_scores_gemma":[0.000004826062,0.9057196,0.09344909,0.00002112496,0.0001453361,0.0003906261,0.00007126072,0.00004923354,0.0001489223],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6970139,"threshold_uncertainty_score":0.9999754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2698618292167037,"score_gpt":0.5756697004557694,"score_spread":0.3058078712390657,"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."}}