{"id":"W4400482763","doi":"10.55016/ojs/cpai.v6i1.76623","title":"Creative evaluation","year":2023,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Evaluation and Performance Assessment","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Assiniboine Community College","funders":"","keywords":"Computer science; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08028155,0.001412466,0.001035237,0.005476983,0.004568752,0.02008176,0.003904551,0.002435705,0.0657231],"category_scores_gemma":[0.1614615,0.0005963939,0.001585099,0.003642514,0.006786091,0.01013529,0.01225784,0.00394456,0.01629808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008900727,"about_ca_system_score_gemma":0.01849139,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00274512,"about_ca_topic_score_gemma":0.005192737,"domain_scores_codex":[0.9155671,0.04108812,0.005604264,0.004415735,0.03090725,0.002417652],"domain_scores_gemma":[0.8142654,0.06171716,0.007705321,0.03833712,0.06939778,0.008577131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002372825,0.000172674,0.00168847,0.001436629,0.00005718259,0.0001509695,0.007598563,0.0004939294,0.00114274,0.3066901,0.143672,0.5366596],"study_design_scores_gemma":[0.00006585267,0.0001330571,0.001243975,0.001519607,0.0000397954,0.0003347293,0.003832369,0.0009416148,0.001812622,0.08058172,0.9094251,0.00006953769],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006981552,0.004509738,0.1688434,0.01663689,0.005506701,0.003187239,0.0006708269,0.001982018,0.7916816],"genre_scores_gemma":[0.2294338,0.006290239,0.3073825,0.01018654,0.002529885,0.005561054,0.001841532,0.002873949,0.4339005],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08028155,"threshold_uncertainty_score":0.4245745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3184331467128143,"score_gpt":0.5352887859850761,"score_spread":0.2168556392722618,"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."}}