{"id":"W4389155531","doi":"10.1186/s41073-023-00139-z","title":"The quizzical failure of a nudge on academic integrity education: a randomized controlled trial","year":2023,"lang":"en","type":"article","venue":"Research Integrity and Peer Review","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"Magyar Tudományos Akadémia; European Commission","keywords":"Academic integrity; Randomized controlled trial; Nudge theory; Research integrity; Psychology; Political science; Medicine; Social psychology; Public relations; Internal medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.006030189,0.002166576,0.004769019,0.001259249,0.001318013,0.001949112,0.001869663,0.004047234,0.01387813],"category_scores_gemma":[0.01320022,0.001029824,0.002532706,0.000889679,0.002445828,0.001881556,0.001069944,0.003593254,0.001200324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00196644,"about_ca_system_score_gemma":0.002654417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00280646,"about_ca_topic_score_gemma":0.003566559,"domain_scores_codex":[0.994978,0.002857635,0.0004710126,0.0008246827,0.0004452514,0.000423334],"domain_scores_gemma":[0.9934828,0.003599048,0.001172065,0.0003617328,0.0004163396,0.0009681303],"domain_codex":null,"domain_gemma":"incentives","domain_candidate":"incentives","domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9518706,0.01625271,0.0006281416,0.005304916,0.001845081,0.00004678276,0.0001719999,0.0001932184,0.0005316775,0.0003240159,0.001470572,0.02136027],"study_design_scores_gemma":[0.9439113,0.05146417,0.00148868,0.0004468032,0.0009706858,0.00001293003,0.00006091826,0.0003807199,0.0002052205,0.0002914038,0.0007457369,0.00002134508],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9110844,0.01464115,0.00282022,0.002370509,0.003791349,0.05730931,0.001728828,0.0006880914,0.005566274],"genre_scores_gemma":[0.9057188,0.004084834,0.006481942,0.001823391,0.0008360439,0.07665637,0.0004381864,0.0000500098,0.003910426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9959528,"threshold_uncertainty_score":0.04642701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.186925579545847,"score_gpt":0.5119654922768404,"score_spread":0.3250399127309934,"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."}}