{"id":"W4395047582","doi":"10.1007/s10805-024-09529-4","title":"Framing Integrity Resolution: An Integrative Approach to Academic Ethics","year":2024,"lang":"en","type":"article","venue":"Journal of Academic Ethics","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Framing (construction); Academic integrity; Research integrity; Engineering ethics; Political science; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.05363696,0.0003558984,0.0005921754,0.0006079538,0.001187283,0.0002040481,0.001922284,0.01231173,0.00007338719],"category_scores_gemma":[0.03441096,0.0002879886,0.0003023279,0.001392707,0.00102203,0.001924514,0.0001780271,0.1544099,0.00007474621],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008772276,"about_ca_system_score_gemma":0.00597116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008657263,"about_ca_topic_score_gemma":0.000228395,"domain_scores_codex":[0.9902703,0.004096517,0.001455549,0.0005112872,0.002869007,0.0007973844],"domain_scores_gemma":[0.9897218,0.007342981,0.000518832,0.0002281265,0.001387152,0.0008011544],"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":[0.00009411819,0.00003331993,0.0001707936,0.0001248868,0.00007923321,0.00002375739,0.4682769,0.0001500519,0.0006142802,0.5020024,0.02359486,0.004835362],"study_design_scores_gemma":[0.0002124228,0.0003195651,0.0001133876,0.002965562,0.0001610903,0.0002214623,0.1189529,0.002286412,0.0005454518,0.1602537,0.7133821,0.0005858859],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07423422,0.02956827,0.3789451,0.42256,0.01237915,0.001160684,0.0001002114,0.0006102289,0.08044215],"genre_scores_gemma":[0.8958478,0.03549004,0.0301687,0.02068312,0.01348765,0.00001678957,0.00001521067,0.00009433131,0.004196383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8216136,"threshold_uncertainty_score":0.9999572,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1642146089733534,"score_gpt":0.4563299925771124,"score_spread":0.2921153836037589,"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."}}