{"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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.001278108,0.0001463313,0.0002705036,0.0005443366,0.0001663961,0.00003904138,0.0002317263,0.0001465811,0.0002322455],"category_scores_gemma":[0.0001287506,0.000117658,0.00003011992,0.0004214359,0.00003024403,0.0001218504,0.000044119,0.002322497,0.00006554755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003429004,"about_ca_system_score_gemma":0.0009493402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002206647,"about_ca_topic_score_gemma":0.000004346189,"domain_scores_codex":[0.9981893,0.0003143458,0.000699287,0.0001787942,0.0003247583,0.0002934826],"domain_scores_gemma":[0.9989557,0.0001947391,0.0004637158,0.00007490852,0.0002442638,0.00006665217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001536533,0.0001747077,0.9495005,0.00005090697,0.0001048155,0.000007280176,0.01267274,0.00005651705,0.0000181284,0.0002547344,0.002778689,0.03422732],"study_design_scores_gemma":[0.0005667375,0.0001237507,0.7897789,0.0007585039,0.00001740715,0.00001263063,0.002087639,2.644568e-7,0.00002518797,0.00005458195,0.2064792,0.00009521346],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980267,0.001740714,0.00006244801,0.004734128,0.002554422,0.0001337732,3.475704e-8,0.00001964861,0.01048781],"genre_scores_gemma":[0.9410316,0.0001202116,0.0006888742,0.0009298561,0.0002037624,0.00002478446,0.000002885014,0.00001432308,0.05698371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2037005,"threshold_uncertainty_score":0.9999792,"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."}}