{"id":"W6945940904","doi":"10.25946/19365107","title":"Barriers to and facilitators of research utilization in practice as seen by a group of perioperative nurses in New Brunswick","year":2022,"lang":"en","type":"dissertation","venue":"Central Queensland University","topic":"Health Sciences Research and Education","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Data collection; Sample (material); Perioperative; Research design; Descriptive research; Descriptive statistics; Public hospital","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":[0.001501966,0.0001076701,0.0002751491,0.0006662896,0.0004036297,0.000004445944,0.0002057159,0.000194134,0.0006624293],"category_scores_gemma":[0.002763942,0.0001147374,0.00002218685,0.001393173,0.00009467245,0.0002831909,0.00006148897,0.0008980281,0.000004627586],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007333834,"about_ca_system_score_gemma":0.01165655,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.189575,"about_ca_topic_score_gemma":0.09760835,"domain_scores_codex":[0.9962527,0.001945982,0.0003380756,0.000341711,0.0005431998,0.0005783213],"domain_scores_gemma":[0.9980329,0.0007761617,0.000157268,0.0001355448,0.0003079173,0.0005902408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.002827689,0.0001232741,0.6864985,0.0009028667,0.0000177604,0.00001473861,0.283218,0.00002251912,0.0001754937,0.003924143,0.02068737,0.001587597],"study_design_scores_gemma":[0.0006794875,0.0003125591,0.3444434,0.0002884458,0.0000063903,1.991743e-7,0.5076126,0.0000342689,0.00002818085,0.00002586296,0.1464768,0.00009181086],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988598,0.0003752698,0.000004293765,0.0007595897,0.0004247906,0.001385164,0.0001067826,0.000005850752,0.008340183],"genre_scores_gemma":[0.9401773,0.003002758,0.000141512,0.0001494295,0.00004803388,0.000009020286,0.0008988498,0.00001737054,0.05555574],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3420552,"threshold_uncertainty_score":0.9939464,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06583079996146023,"score_gpt":0.4722934143853502,"score_spread":0.4064626144238899,"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."}}