{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.003724526,0.0004376624,0.000505748,0.001100221,0.001830676,0.00007641577,0.00286589,0.001717743,0.0008244955],"category_scores_gemma":[0.01035463,0.0002719399,0.000424109,0.003341644,0.0006567529,0.0001913667,0.0002516298,0.03234455,0.00005377578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00286103,"about_ca_system_score_gemma":0.004000532,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7298341,"about_ca_topic_score_gemma":0.8782986,"domain_scores_codex":[0.9939032,0.003309272,0.0006077069,0.0005866715,0.0007052021,0.000887941],"domain_scores_gemma":[0.9942167,0.001789207,0.0003390035,0.002086618,0.0009963113,0.0005721258],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002942899,0.0001254221,0.01213657,0.00003135743,0.000293156,0.00001485794,0.5779029,0.00005704048,0.001210358,0.3718408,0.03281654,0.003276738],"study_design_scores_gemma":[0.0004114531,0.0001819804,0.0939813,0.0008657608,0.0001089293,0.00007604883,0.8093123,0.000109568,0.000897589,0.002051411,0.0915663,0.0004372876],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8494819,0.008492563,0.000005213642,0.09638248,0.001929595,0.0007155163,0.000415926,0.00002812281,0.04254865],"genre_scores_gemma":[0.9884846,0.0005045771,0.00003123536,0.007283358,0.0003666802,0.00002859673,0.000005836022,0.00005343417,0.003241689],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3697894,"threshold_uncertainty_score":0.9999733,"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."}}