{"id":"W4323568189","doi":"10.1080/10508422.2023.2187804","title":"Grey zones and good practice: A European survey of academic integrity among undergraduate students","year":2023,"lang":"en","type":"article","venue":"Ethics & Behavior","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"Horizon 2020; European Commission","keywords":"Academic integrity; Psychology; Research integrity; Mathematics education; Medical education; Engineering ethics; Engineering; Social psychology; 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":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.009726064,0.000209282,0.0004740786,0.002003606,0.000885853,0.002254344,0.0006281739,0.001334265,0.001681488],"category_scores_gemma":[0.03480019,0.000290261,0.0003079814,0.001897031,0.001826013,0.002138864,0.002400495,0.001272397,0.0003624142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001014817,"about_ca_system_score_gemma":0.0009850661,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003193263,"about_ca_topic_score_gemma":0.002862246,"domain_scores_codex":[0.9925344,0.003762888,0.00105063,0.0004824471,0.00154046,0.0006290859],"domain_scores_gemma":[0.9551721,0.01423365,0.01886399,0.002455238,0.004454857,0.004820152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000703687,0.000230515,0.9661941,0.00005739904,0.00003113318,0.0001592313,0.02204451,0.00007704138,0.0003356994,0.0002467745,0.0004506587,0.01010257],"study_design_scores_gemma":[0.00000617868,0.0002111461,0.9719304,0.00005522513,0.000007885848,0.0003193192,0.02500751,0.0002785032,0.0002298869,0.0001692327,0.00176601,0.00001860074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989573,0.00009273985,0.00007952298,0.0001696281,0.000002625546,0.00001444152,0.00004097472,0.000002299801,0.0006403839],"genre_scores_gemma":[0.9995832,0.00007385372,0.00006948974,0.00007811921,0.000002378581,0.000009197272,0.00003184061,0.000001379609,0.0001505902],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986658,"threshold_uncertainty_score":0.05143696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1455307160907965,"score_gpt":0.4581476099517395,"score_spread":0.312616893860943,"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."}}