{"id":"W2916511951","doi":"10.12968/npre.2017.15.1.10","title":"Research roundup: January 2017","year":2017,"lang":"en","type":"article","venue":"Nurse Prescribing","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Dementia; Cognitive impairment; Quarter (Canadian coin); Nursing homes; Gerontology; Type 2 diabetes; Diabetes mellitus; Medication error; Psychiatry; Cognition; Internal medicine; Health care; Nursing; Disease; Patient safety; Endocrinology","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":[],"consensus_categories":[],"category_scores_codex":[0.0009766917,0.0001099988,0.0001986197,0.00009326798,0.0009149497,0.0002454888,0.0003405983,0.00009095224,0.0002417904],"category_scores_gemma":[0.001189209,0.00009098487,0.00008466947,0.00004623697,0.0002209571,0.0006405459,0.000144386,0.0007835589,0.0006009337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006367775,"about_ca_system_score_gemma":0.00007243502,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002380382,"about_ca_topic_score_gemma":0.000008766539,"domain_scores_codex":[0.9983966,0.0001079995,0.0001804875,0.0002865326,0.0005670151,0.0004613195],"domain_scores_gemma":[0.9982702,0.0002495685,0.00009564962,0.0009621166,0.0001518304,0.0002706036],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00199575,0.00099437,0.7235149,0.0003783224,0.0002908635,0.000984679,0.001805594,0.00000700852,0.01718173,0.009004986,0.1507784,0.09306342],"study_design_scores_gemma":[0.004711695,0.0005157221,0.4449783,0.0006989208,0.0002579867,0.0001609314,0.001291245,0.006133826,0.007440832,0.001717511,0.5316678,0.0004252662],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4817814,0.0004795104,0.00003096758,0.00932861,0.0008125709,0.000490839,0.000003791756,0.00006045274,0.5070119],"genre_scores_gemma":[0.9879578,0.00007394522,0.0004113729,0.0004574845,0.0004289746,0.00001706526,0.000006347758,0.00001786117,0.01062919],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5061764,"threshold_uncertainty_score":0.7723988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5050855617760449,"score_gpt":0.5427728656892014,"score_spread":0.03768730391315644,"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."}}