{"id":"W4400482797","doi":"10.55016/ojs/cpai.v4i1.72822","title":"Academic integrity at ICM: Successes, challenges and opportunities","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":"","funders":"","keywords":"Academic integrity; Engineering ethics; Research integrity; Political science; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003675953,0.0005300871,0.0006439899,0.0005095819,0.001640889,0.00009842089,0.000982809,0.004629442,0.001548705],"category_scores_gemma":[0.005568317,0.0005551567,0.0001900448,0.0003748569,0.001923296,0.0009442864,0.0002061881,0.02275895,0.0001945726],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003498599,"about_ca_system_score_gemma":0.005400551,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1702263,"about_ca_topic_score_gemma":0.4073894,"domain_scores_codex":[0.9944176,0.001460469,0.0005812782,0.001221752,0.0008708154,0.001448059],"domain_scores_gemma":[0.9956398,0.001111208,0.0002205408,0.000453566,0.0007582399,0.001816646],"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":[0.00004107825,0.00002414902,0.0008732199,0.0000358066,0.00006504807,0.0001495646,0.076344,3.646111e-7,0.00007340539,0.8904101,0.01920744,0.01277588],"study_design_scores_gemma":[0.0002967204,0.0000530386,0.00288229,0.000277496,0.00004935029,0.00009171875,0.2546838,0.00002362179,0.0003835479,0.03201501,0.7085488,0.000694666],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1999868,0.09029936,0.00002769715,0.3446853,0.001313887,0.0005694077,0.0004457081,0.0003062386,0.3623656],"genre_scores_gemma":[0.742571,0.2345026,0.0001083686,0.007574789,0.001254185,0.00003723085,0.00004290054,0.00004437287,0.01386458],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.858395,"threshold_uncertainty_score":0.99969,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1006886968811131,"score_gpt":0.3350384743737042,"score_spread":0.2343497774925911,"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."}}