{"id":"W56880762","doi":"","title":"Plagiarism self-reported rates, understandings, and education among teacher candidates in a faculty of education","year":2012,"lang":"en","type":"article","venue":"Scholarship at UWindsor (University of Windsor)","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medical education; Psychology; Teacher education; Pedagogy; Higher education; Mathematics education; Medicine; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":["metaresearch","research_integrity"],"domain":"methods","study_design":"observational","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":[0.002395996,0.0001484347,0.0002623276,0.0003365444,0.0004627909,0.0000244605,0.0002939992,0.0008877292,0.0003057527],"category_scores_gemma":[0.0003771225,0.0001815456,0.00006851449,0.0005244572,0.0004715226,0.001542796,0.00009217198,0.001038454,0.00001338256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004902554,"about_ca_system_score_gemma":0.0008354432,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01556436,"about_ca_topic_score_gemma":0.005936233,"domain_scores_codex":[0.9983014,0.0004111155,0.0002413884,0.0002501104,0.0004267764,0.0003692446],"domain_scores_gemma":[0.998885,0.0001198683,0.0003912687,0.000166194,0.000194057,0.0002435703],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005756305,0.0002901387,0.932326,0.00003949937,0.00005335156,7.817876e-7,0.0598315,4.632816e-7,0.0004052402,0.004480519,0.001391133,0.001123842],"study_design_scores_gemma":[0.0004523478,0.00002439021,0.9047473,0.0001519459,0.0001132841,0.000004448661,0.08215953,0.00001095898,0.0004502584,0.002401367,0.009248988,0.0002351782],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9814534,0.0004679871,0.00002375859,0.0008909397,0.0002556577,0.0003001046,0.00001765718,0.00003565273,0.01655485],"genre_scores_gemma":[0.9940609,0.0001708987,0.0006351474,0.00004958293,0.00009034982,8.405921e-7,0.00006906615,0.000009649868,0.004913579],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02757867,"threshold_uncertainty_score":0.9909911,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02927641248008379,"score_gpt":0.2954307200729875,"score_spread":0.2661543075929037,"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."}}