{"id":"W4308881976","doi":"10.12927/hcq.2022.26939","title":"Creation of a Clinical Demonstration Unit: Embedding Academic Research into Point of Care in a Geriatric Unit","year":2022,"lang":"en","type":"article","venue":"Healthcare Quarterly","topic":"Pharmaceutical Practices and Patient Outcomes","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University; Natural Sciences and Engineering Research Council of Canada; CARE Canada; Canadian Institutes of Health Research; Ontario Shores Centre for Mental Health Sciences","funders":"","keywords":"Unit (ring theory); Dementia; Psychological intervention; Health care; Best practice; Nursing; Psychology; Medicine; Medical education; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.06652414,0.0006662964,0.000544721,0.001256456,0.007050213,0.0107768,0.005794893,0.00331167,0.008548731],"category_scores_gemma":[0.05062849,0.0007549501,0.0009294766,0.000914751,0.008417645,0.008779852,0.02487384,0.007526358,0.002264186],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00670555,"about_ca_system_score_gemma":0.04896404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002462624,"about_ca_topic_score_gemma":0.008149936,"domain_scores_codex":[0.9311052,0.05631315,0.001777431,0.002444784,0.003835046,0.004524444],"domain_scores_gemma":[0.9090531,0.02323394,0.004950813,0.009726614,0.008731237,0.04430436],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001408913,0.01759493,0.0560054,0.004088423,0.0002068817,0.006206764,0.08761931,0.005947605,0.01060251,0.09848835,0.05960897,0.6522219],"study_design_scores_gemma":[0.002890463,0.03266984,0.06504656,0.007919815,0.0002283707,0.00651039,0.2432624,0.01634488,0.01625962,0.1033503,0.5044984,0.0010189],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.5709639,0.003580761,0.1684534,0.1619068,0.004461389,0.01343308,0.0005282675,0.002200248,0.07447211],"genre_scores_gemma":[0.7622446,0.001151925,0.2204607,0.007491263,0.000545732,0.003202675,0.0002156804,0.0001517701,0.00453562],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.06652414,"threshold_uncertainty_score":0.3518175,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3081425248312459,"score_gpt":0.5815399721620151,"score_spread":0.2733974473307692,"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."}}