{"id":"W4400482747","doi":"10.55016/ojs/cpai.v5i1.75620","title":"Mobilizing Knowledge","year":2022,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Computer science; Knowledge management","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":[],"category_scores_codex":[0.0007526487,0.0001409078,0.0001335424,0.0004377981,0.0009248909,0.00008743246,0.001395089,0.00009543521,0.0008777747],"category_scores_gemma":[0.0003088887,0.0001561566,0.00007093216,0.0007218735,0.00006076568,0.0002904354,0.0002161052,0.004030144,0.0003604371],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002479892,"about_ca_system_score_gemma":0.001646807,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01520008,"about_ca_topic_score_gemma":0.004112011,"domain_scores_codex":[0.9983476,0.000301203,0.0001610282,0.0005366388,0.0002057362,0.0004477857],"domain_scores_gemma":[0.9989515,0.0001076123,0.00005874656,0.0003478146,0.00009700977,0.000437341],"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":[0.000003365526,0.00004378409,0.0007245992,0.000002511267,0.00001020676,0.000007622803,0.0457935,0.0001042434,0.00007631248,0.9266557,0.02181065,0.004767538],"study_design_scores_gemma":[0.0003021349,0.0002225592,0.006738502,0.00002253341,0.000005314417,0.0000725191,0.3136551,0.00891929,0.0001463925,0.004785702,0.6645693,0.0005606294],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1397396,0.001486029,0.0009814237,0.02730313,0.002506083,0.0004797489,0.00002225477,0.0003760764,0.8271056],"genre_scores_gemma":[0.9931149,0.00003404863,0.0005116054,0.001611158,0.0001450054,0.00006324553,0.000003389784,0.00001262351,0.004504059],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9218699,"threshold_uncertainty_score":0.9982676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03025107396430806,"score_gpt":0.3062265580871428,"score_spread":0.2759754841228347,"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."}}