{"id":"W4400482800","doi":"10.55016/ojs/cpai.v6i1.76570","title":"An Officer and a Strategist","year":2023,"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":"University of Manitoba; Assiniboine Community College","funders":"","keywords":"Strategist; Officer; Management; Political science; Economics; Law","routes":{"ca_aff":true,"ca_fund":false,"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":["research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.002486144,0.0001996947,0.0002064765,0.0004874936,0.001056858,0.0001087476,0.000540455,0.00164686,0.0005657028],"category_scores_gemma":[0.001327958,0.0002025404,0.00005862117,0.0007276866,0.0008897284,0.000564982,0.00001972033,0.006670507,0.0004796827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008596546,"about_ca_system_score_gemma":0.001758463,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4350955,"about_ca_topic_score_gemma":0.3266799,"domain_scores_codex":[0.9975681,0.0004511901,0.000204509,0.0005595792,0.0003917456,0.0008248665],"domain_scores_gemma":[0.9981806,0.0002696794,0.0000612501,0.0002200382,0.0001805851,0.001087899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001912349,0.0000112321,0.001956163,0.000004357751,0.00001634115,0.00003716206,0.07482442,0.000003878508,0.00008032198,0.8956801,0.02456309,0.002803771],"study_design_scores_gemma":[0.0003040531,0.0001427926,0.02310024,0.00008110708,0.00002268411,0.00001351957,0.606489,0.0006885319,0.00005263036,0.04655329,0.3219039,0.0006482016],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6959842,0.0004589398,0.00003637794,0.04538303,0.0005506274,0.0004577602,0.0002332686,0.000464366,0.2564314],"genre_scores_gemma":[0.9917518,0.00144216,0.00006001123,0.002474234,0.0007945931,0.00001619219,0.0000215445,0.00002055028,0.00341894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8491269,"threshold_uncertainty_score":0.9996492,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03910874790173826,"score_gpt":0.3507112132328145,"score_spread":0.3116024653310763,"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."}}