{"id":"W4226129276","doi":"10.1097/01.numa.0000771764.66437.c7","title":"Research utilization","year":2022,"lang":"en","type":"article","venue":"Nursing Management","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Nursing research; Nursing; Psychology; Medical education; Medicine","routes":{"ca_aff":true,"ca_fund":false,"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":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00552814,0.00004195261,0.00005590412,0.0004130981,0.00503128,0.00001349967,0.0002759835,0.00002009485,0.003888939],"category_scores_gemma":[0.00005873229,0.00004232041,0.00001330015,0.001287685,0.0000737917,0.00007691931,0.0001801801,0.0006356789,0.0005479802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291794,"about_ca_system_score_gemma":0.0002800919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001163899,"about_ca_topic_score_gemma":0.000006006736,"domain_scores_codex":[0.9963651,0.001405555,0.0002048465,0.0002295549,0.00105032,0.0007445817],"domain_scores_gemma":[0.9992774,0.0001740861,0.00003997554,0.000254267,0.0001120447,0.0001422607],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003343925,0.0001687621,0.001942107,0.0001144835,0.000003341599,0.000003269561,0.008799021,0.0001049382,0.00001217111,0.04722868,0.8317716,0.1098182],"study_design_scores_gemma":[0.0002180137,0.0001046457,0.03526283,0.00007044085,0.000002070394,3.846707e-7,0.1037817,0.001426994,0.000002675487,0.007486234,0.8515904,0.0000536501],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.08431935,0.0001970927,0.001637584,0.02171771,0.004228042,0.001954351,0.000004258616,0.0001231522,0.8858185],"genre_scores_gemma":[0.9571683,0.00006248722,0.0006197997,0.0008928757,0.0002679681,0.0008967327,0.00003006567,0.0000111997,0.04005061],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8728489,"threshold_uncertainty_score":0.9970216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6371933522960398,"score_gpt":0.6617370125030808,"score_spread":0.02454366020704102,"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."}}