{"id":"W2146662422","doi":"10.1186/1472-6963-11-107","title":"Validation of the conceptual research utilization scale: an application of the standards for educational and psychological testing in healthcare","year":2011,"lang":"en","type":"article","venue":"BMC Health Services Research","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":82,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Ottawa Hospital","funders":"Canadian Institutes of Health Research; Deakin University; Karolinska Institutet; Ottawa Hospital Research Institute; McMaster University; University of Alberta; McGill University","keywords":"Cru; Confirmatory factor analysis; Bivariate analysis; Scale (ratio); Nursing research; Psychology; Multivariate statistics; Psychometrics; Structural equation modeling; Statistics; Medicine; Clinical psychology; Applied psychology; Nursing; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1021583,0.0005040425,0.0005926944,0.004174835,0.001421714,0.001637518,0.001816626,0.0007899096,0.001108567],"category_scores_gemma":[0.2186942,0.0003951804,0.001296266,0.003724505,0.002587085,0.001538373,0.003277304,0.001998869,0.0003532038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003952641,"about_ca_system_score_gemma":0.01767194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008194093,"about_ca_topic_score_gemma":0.01235657,"domain_scores_codex":[0.938165,0.03177048,0.007926032,0.001136418,0.01996086,0.001041142],"domain_scores_gemma":[0.7859991,0.0944756,0.02074466,0.01688564,0.07850184,0.003393157],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000277136,0.001403594,0.5084564,0.001177187,0.0002318709,0.000151121,0.009775767,0.002123226,0.003967484,0.008498382,0.008381394,0.4555564],"study_design_scores_gemma":[0.0002008407,0.001492252,0.9409591,0.001553314,0.000132457,0.000477158,0.005911295,0.01166163,0.003379805,0.006759103,0.02735504,0.0001180249],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7437439,0.001731246,0.1897985,0.004367368,0.0004108148,0.02726349,0.002123081,0.000526614,0.03003491],"genre_scores_gemma":[0.7583658,0.0005682383,0.2178591,0.0004910791,0.00008149463,0.01997638,0.001649244,0.00008950938,0.0009191916],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1021583,"threshold_uncertainty_score":0.5402714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6760547259430778,"score_gpt":0.6567136189476999,"score_spread":0.01934110699537794,"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."}}