{"id":"W4400482729","doi":"10.55016/ojs/cpai.v4i1.72870","title":"Responding to the needs of the community: Evolving nature of the Canadian Perspectives on Academic Integrity","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Counseling Practices and Supervision","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Academic integrity; Academic community; Research integrity; Engineering ethics; Personal Integrity; Sociology; Political science; Psychology; Engineering; Social science; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02028992,0.0008237934,0.001669855,0.005008891,0.04013726,0.02494251,0.005367574,0.01379283,0.00592144],"category_scores_gemma":[0.06729654,0.0006118445,0.000943039,0.006672107,0.03238096,0.009259917,0.007260286,0.03265534,0.0008186123],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1225148,"about_ca_system_score_gemma":0.2780918,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9011673,"about_ca_topic_score_gemma":0.9702978,"domain_scores_codex":[0.9596773,0.007213456,0.001432018,0.001809424,0.02375594,0.006111901],"domain_scores_gemma":[0.866043,0.03646514,0.003565077,0.001358495,0.06931808,0.02325016],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002722812,0.00001523731,0.0007937798,0.0005283942,0.00002419046,0.0004160495,0.0470913,0.00008544263,0.0001647738,0.07404236,0.8389974,0.03781382],"study_design_scores_gemma":[0.000006362806,0.000008771005,0.001045786,0.001383419,0.00002089613,0.0002710678,0.02418214,0.00009030061,0.00007509056,0.007244349,0.9655624,0.0001093085],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.001709109,0.05583963,0.0006460651,0.8752177,0.04874349,0.00001357161,0.00006494221,0.00002543006,0.01774006],"genre_scores_gemma":[0.1969124,0.2157465,0.003548422,0.4761183,0.0767917,0.00006998424,0.0002103926,0.0004401231,0.03016211],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9862072,"threshold_uncertainty_score":0.8889109,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04128442490498624,"score_gpt":0.3532552610537565,"score_spread":0.3119708361487703,"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."}}