{"id":"W2109795918","doi":"10.1186/1748-5908-7-89","title":"Feedback reporting of survey data to healthcare aides","year":2012,"lang":"en","type":"article","venue":"Implementation Science","topic":"Geriatric Care and Nursing Homes","field":"Health Professions","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta","funders":"Canadian Institutes of Health Research; Alberta Innovates; Alberta Heritage Foundation for Medical Research; Fondation pour la Recherche Médicale","keywords":"Health informatics; Medicine; Health administration; Health services research; Public health; Health care; Nursing research; Healthcare policy; Nursing; Family medicine; Health policy; Health care reform","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01200036,0.00006192701,0.0001630089,0.0001603163,0.0005676679,0.00001202284,0.0004048588,0.00002372473,0.000278661],"category_scores_gemma":[0.00288892,0.00005519289,0.00001293009,0.001111678,0.00006821813,0.0006355092,0.0003313196,0.00008729414,0.00006854718],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001159068,"about_ca_system_score_gemma":0.0006625756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0127797,"about_ca_topic_score_gemma":0.005910175,"domain_scores_codex":[0.9973236,0.0002215738,0.00118147,0.0002499942,0.0004827157,0.0005406664],"domain_scores_gemma":[0.997292,0.0003417927,0.001097514,0.0005794183,0.0004748673,0.0002143803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001057764,0.0000105909,0.9543359,0.00003541121,0.000001610867,1.032223e-7,0.01025284,4.391643e-7,0.002909525,0.0001107826,0.01794359,0.01438867],"study_design_scores_gemma":[0.0001512769,0.00003028806,0.9694425,0.00002393624,0.00000390989,8.579008e-7,0.02534779,0.000003253497,0.00103374,0.00002276881,0.003881015,0.00005865246],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948724,0.00006650611,0.0006919309,0.001583613,0.00157062,0.0005126729,0.0002015295,0.0000276173,0.0004731063],"genre_scores_gemma":[0.9965899,0.000004803029,0.002621836,0.0004021598,0.0001386766,0.00001427296,0.0001390266,0.000005883887,0.00008343966],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01510666,"threshold_uncertainty_score":0.9937943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6568407600388926,"score_gpt":0.6536860209333174,"score_spread":0.003154739105575177,"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."}}