{"id":"W4214938780","doi":"10.1007/978-3-030-83255-1_24","title":"The Barriers to Faculty Reporting Incidences of Academic Misconduct at Community Colleges","year":2022,"lang":"en","type":"book-chapter","venue":"Ethics and integrity in educational contexts","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"Lethbridge College","funders":"University of Guelph","keywords":"Academic integrity; Misconduct; Academic dishonesty; Scholarship; Context (archaeology); Academic community; Public relations; Medical education; Higher education; Political science; Workload; Institution; Discipline; Psychology; Pedagogy; Sociology; Medicine; Management; Social psychology; Social science; Law","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":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.02637953,0.000242181,0.0004562858,0.0001484185,0.004799807,0.00005764909,0.000911377,0.001958344,0.0016791],"category_scores_gemma":[0.06698863,0.0002034792,0.0001272888,0.0001225414,0.001650803,0.0001668307,0.0004210823,0.02648796,0.00001034221],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007077794,"about_ca_system_score_gemma":0.005830006,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02821624,"about_ca_topic_score_gemma":0.05887505,"domain_scores_codex":[0.9954022,0.001516224,0.001316239,0.0003178015,0.001132635,0.0003149176],"domain_scores_gemma":[0.9855855,0.01175352,0.001408504,0.0002709993,0.0006896249,0.0002918735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003423064,0.000009729709,0.002424019,0.00003455075,0.00003450886,0.000001122775,0.1268327,0.000001927305,0.0000131017,0.850497,0.01915496,0.0009620913],"study_design_scores_gemma":[0.00006123611,0.0000415571,0.001454011,0.0003451947,0.00001739786,0.000006537707,0.0456886,0.000001639823,0.00001698227,0.2121317,0.7400146,0.0002204992],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1266401,0.005494806,0.000002256304,0.2454502,0.00225529,0.001002423,0.000611562,0.00002658847,0.6185169],"genre_scores_gemma":[0.6322969,0.005728705,0.00009538993,0.00403198,0.000436777,0.00007221434,0.0001513733,0.00002435942,0.3571623],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.7208596,"threshold_uncertainty_score":0.999806,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1863791779264273,"score_gpt":0.4384491961718469,"score_spread":0.2520700182454196,"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."}}