{"id":"W4400482649","doi":"10.55016/ojs/cpai.v4i2.74166","title":"Insights on Academic Integrity Policy Development: Crafting Policy Catered to Your Institution","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Camosun College","funders":"","keywords":"Institution; Academic integrity; Business; Political science; Engineering ethics; 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","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002177989,0.0006836563,0.0006738243,0.00214925,0.002560578,0.0001790998,0.001531831,0.004589773,0.0003156679],"category_scores_gemma":[0.02143423,0.0007095601,0.000238123,0.002990064,0.0007662865,0.0008641432,0.0001750933,0.02542503,0.001250126],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.01576603,"about_ca_system_score_gemma":0.03171288,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4181944,"about_ca_topic_score_gemma":0.2086931,"domain_scores_codex":[0.993323,0.001190984,0.0009011813,0.001475964,0.001200941,0.001907936],"domain_scores_gemma":[0.9953971,0.0004698226,0.0002606342,0.0005384448,0.0009488781,0.002385143],"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":[0.00007450674,0.00005378919,0.001076636,0.00001692942,0.00006567965,0.0000670439,0.1683472,0.00002554222,0.0005651134,0.8148265,0.007328126,0.007552873],"study_design_scores_gemma":[0.0006920501,0.0001247279,0.01407096,0.0009093304,0.00003500519,0.00003871703,0.1441866,0.00005320232,0.007051606,0.028752,0.8025541,0.001531783],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6024169,0.0009382805,0.0004079708,0.1741864,0.001350438,0.001047311,0.0002395061,0.0003852369,0.2190279],"genre_scores_gemma":[0.9637881,0.0009530528,0.0006074206,0.0242567,0.004223066,0.00007302684,0.00005982185,0.00005639543,0.005982432],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7952259,"threshold_uncertainty_score":0.9995356,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05774022876293144,"score_gpt":0.360359925287271,"score_spread":0.3026196965243396,"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."}}