{"id":"W4414685614","doi":"10.47408/jldhe.vi37.1710","title":"Learning with students about academic integrity: poster","year":2025,"lang":"en","type":"article","venue":"Journal of Learning Development in Higher Education","topic":"Health and Well-being Studies","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Royal University","funders":"Mount Royal University; Edinburgh Napier University; University of the Arts London","keywords":"Academic integrity; General partnership; Misconduct; Session (web analytics); Learning development; Higher education; Service-learning; German; Space (punctuation)","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00362676,0.001743201,0.0005952729,0.0007689456,0.007305212,0.007549974,0.001773664,0.005182763,0.1876603],"category_scores_gemma":[0.007463016,0.0004507437,0.00129764,0.0007550652,0.002254902,0.004845265,0.0125486,0.009014676,0.06283915],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001875801,"about_ca_system_score_gemma":0.003161655,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009253576,"about_ca_topic_score_gemma":0.002564024,"domain_scores_codex":[0.9981331,0.000522159,0.00005433425,0.000251825,0.0005803584,0.000458091],"domain_scores_gemma":[0.9948158,0.0007370796,0.0001745413,0.000280884,0.0008856537,0.003106032],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008373406,0.0002630115,0.0002361955,0.0001744986,0.000003281179,0.0002410128,0.003113181,0.00005569646,0.0004327165,0.003981105,0.9655783,0.02583732],"study_design_scores_gemma":[0.00003689869,0.0001681209,0.0006258446,0.0002235571,0.000005685753,0.0004494195,0.004777167,0.000110114,0.0004979749,0.003230198,0.9898421,0.00003292242],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01970093,0.003096817,0.006180601,0.1608577,0.1040654,0.001976029,0.003025078,0.002903502,0.6981939],"genre_scores_gemma":[0.08872636,0.003436622,0.00940282,0.05847641,0.02480371,0.00251471,0.002182502,0.001856721,0.8086001],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9948173,"threshold_uncertainty_score":0.6277862,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03525585815844968,"score_gpt":0.4032070776213045,"score_spread":0.3679512194628549,"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."}}