{"id":"W3207674427","doi":"10.11575/cpai.v4i1.70974","title":"Punishment before pedagogy: An exploration of novice writers' experiences of plagiarism in university contexts","year":2020,"lang":"en","type":"article","venue":"University of Calgary","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina; University of Manitoba","funders":"","keywords":"Academic integrity; Punitive damages; Psychology; Context (archaeology); Formative assessment; Perception; Action (physics); Likert scale; Categorization; Qualitative research; Social psychology; Pedagogy; Medical education; Mathematics education; Sociology; Developmental psychology; Political science; Epistemology; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":["research_integrity"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["research_integrity"],"domain":null,"study_design":"qualitative","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004014175,0.00006812417,0.0002036534,0.00009702257,0.0001233182,0.0000029796,0.0003983657,0.0003553959,0.0001659291],"category_scores_gemma":[0.00007187393,0.0000865713,0.00005699876,0.0002725538,0.0005518894,0.0007907543,0.00007301838,0.0003511705,0.000002110965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005672902,"about_ca_system_score_gemma":0.0002678714,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01056391,"about_ca_topic_score_gemma":0.005121671,"domain_scores_codex":[0.9989891,0.0002722691,0.0001409952,0.0001624349,0.0003061726,0.0001290504],"domain_scores_gemma":[0.9994243,0.00006856147,0.0001734805,0.00008412445,0.0001423964,0.0001071361],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003084686,0.00009281881,0.005576788,0.00003711741,0.00001585602,0.00001969321,0.955413,0.00001963797,0.0003473254,0.03320954,0.0002697589,0.004689965],"study_design_scores_gemma":[0.0006720725,0.0002788168,0.002537933,0.00005454448,0.00002302431,2.063108e-7,0.9791278,0.0005341371,0.0007141262,0.0004301954,0.01551302,0.0001141201],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829927,0.00003831781,0.004124952,0.001632534,0.00005647636,0.0001699749,0.00001266246,0.00001572917,0.01095666],"genre_scores_gemma":[0.9988591,0.00009194942,0.0007107298,0.00007521937,0.00002152211,4.399324e-8,0.00001318381,0.000002137393,0.0002261276],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03277935,"threshold_uncertainty_score":0.9960248,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0299782397094206,"score_gpt":0.2762424336277975,"score_spread":0.246264193918377,"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."}}