{"id":"W3211031986","doi":"10.11575/cpai.v3i1.69768","title":"Methodological Decisions in Undertaking Academic Integrity Policy Analysis: Considerations for Future Research","year":2020,"lang":"en","type":"article","venue":"University of Calgary","topic":"Academic integrity and plagiarism","field":"Social Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University of Manitoba; University of Calgary","funders":"","keywords":"Documentation; Research integrity; Engineering ethics; Process (computing); Narrative; Research design; Knowledge management; Data collection; Management science; Public relations; Process management; Political science; Computer science; Sociology; Business; Engineering; Social science","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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004099087,0.00006259437,0.0002620907,0.0003944477,0.0006674526,0.00001175824,0.0003549016,0.000865884,0.0002341146],"category_scores_gemma":[0.0136727,0.00006664245,0.0001574341,0.00152981,0.0004903458,0.0001538009,0.0001023985,0.002767704,0.000006982075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001492838,"about_ca_system_score_gemma":0.000806536,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.011435,"about_ca_topic_score_gemma":0.01049135,"domain_scores_codex":[0.9973264,0.001630293,0.0001646182,0.0002319748,0.0003682293,0.0002784681],"domain_scores_gemma":[0.9922001,0.007202068,0.00006798466,0.00008508613,0.0002718917,0.0001728734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001309487,0.00002571497,0.005406034,0.000006715646,0.00009267695,0.00001414497,0.05997607,0.00005492178,0.0001358941,0.9235219,0.00555757,0.005077354],"study_design_scores_gemma":[0.001060388,0.0001455016,0.0256229,0.00007081808,0.0002898443,0.000001492505,0.2851003,0.00728362,0.0001179442,0.4334767,0.2464712,0.0003592163],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1660526,0.0007124016,0.3412831,0.4263979,0.0001958978,0.00122373,0.00009136474,0.0001337995,0.06390921],"genre_scores_gemma":[0.962329,0.0009285231,0.03506568,0.00106242,0.0003054398,5.585688e-7,0.0000109499,0.000003110533,0.0002943464],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7962764,"threshold_uncertainty_score":0.9995329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4241149275057468,"score_gpt":0.4659338483061966,"score_spread":0.0418189208004498,"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."}}