{"id":"W2094425319","doi":"10.1177/136140960300800107","title":"Research fraud: Why nurses should become aware","year":2003,"lang":"en","type":"article","venue":"Journal of Research in Nursing","topic":"Healthcare cost, quality, practices","field":"Health Professions","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Canadian Navy","funders":"","keywords":"Commit; Credibility; Audit; Business; Quality (philosophy); Public relations; Institution; Accounting; Political science; Law","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.1004705,0.0002085751,0.0006575484,0.003299396,0.002057466,0.0001149352,0.0009238141,0.0005942495,0.0008706381],"category_scores_gemma":[0.0241785,0.0001804447,0.0001339582,0.003300195,0.0008149161,0.001157888,0.0001229864,0.01596926,0.0003030077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00338916,"about_ca_system_score_gemma":0.005248134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009449661,"about_ca_topic_score_gemma":0.0005427659,"domain_scores_codex":[0.9484237,0.04180709,0.00194714,0.0004337709,0.004736735,0.002651541],"domain_scores_gemma":[0.9714814,0.02074344,0.0006351792,0.0007258008,0.005386098,0.001028083],"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":[0.002008697,0.002749699,0.3737574,0.002847348,0.0001120062,0.001930628,0.04693124,0.00006712869,0.001204541,0.0465812,0.409376,0.1124341],"study_design_scores_gemma":[0.003319688,0.001859514,0.04513135,0.02266764,0.00001989794,0.0002610764,0.217886,0.0001350526,0.0004723033,0.08482256,0.6229604,0.0004645168],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7916481,0.00692729,0.0002531059,0.137249,0.005038045,0.001684498,0.00001067383,0.0000465597,0.05714272],"genre_scores_gemma":[0.9926528,0.001524059,0.001470229,0.001297875,0.001442229,0.00004348686,0.000001654182,0.00007978648,0.00148787],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3286261,"threshold_uncertainty_score":0.9992417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8942258890110906,"score_gpt":0.7413173536655074,"score_spread":0.1529085353455831,"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."}}