{"id":"W4400482665","doi":"10.55016/ojs/cpai.v4i2.74225","title":"Shifting the Stories around Academic Integrity: How Critically Reflective Educators Create Empowered Student Learning","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Education and Critical Thinking Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Academic integrity; Critically ill; Pedagogy; Psychology; Mathematics education; Sociology; Medicine; Social psychology; Intensive care medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.003186511,0.0003754358,0.0004036013,0.0002797238,0.002916366,0.0004802593,0.000978674,0.0008545172,0.000557982],"category_scores_gemma":[0.0239132,0.0003289955,0.0001843507,0.001062826,0.001351832,0.0003883913,0.0001080056,0.01316123,0.0001089023],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.006237486,"about_ca_system_score_gemma":0.0102459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03622974,"about_ca_topic_score_gemma":0.07958066,"domain_scores_codex":[0.9946898,0.001747234,0.000418265,0.0009226729,0.000995368,0.001226617],"domain_scores_gemma":[0.995516,0.001468941,0.0001276156,0.0003464592,0.001441643,0.001099322],"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":[0.00001339106,0.00005433147,0.01209942,0.000008344046,0.00007816985,0.00002202098,0.3431905,0.000001061074,0.00005169765,0.639446,0.003799885,0.001235236],"study_design_scores_gemma":[0.000140789,0.00004583782,0.01139153,0.0001942806,0.00003889289,0.000009587597,0.8332274,0.000005508301,0.0001830669,0.02454968,0.1298139,0.0003995392],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5418603,0.001945372,0.0001026146,0.3626586,0.002316603,0.0005021672,0.00002373606,0.0002044577,0.09038616],"genre_scores_gemma":[0.9787404,0.001150268,0.0004042464,0.008793684,0.001358237,0.0000824484,0.00001229401,0.00004048298,0.00941796],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6148963,"threshold_uncertainty_score":0.9999162,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051249034784258,"score_gpt":0.3962139795991017,"score_spread":0.3449649448148436,"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."}}