{"id":"W4400482773","doi":"10.55016/ojs/cpai.v4i2.74232","title":"Teaching with Integrity in Mind","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":"Simon Fraser University","funders":"","keywords":"Academic integrity; Personal Integrity; Research integrity; Structural integrity; Cognitive science; Psychology; Computer science; Philosophy; Epistemology; Engineering ethics; Engineering; Social 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":"codex-gemma-dda1882f352a","candidate_categories":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001375008,0.0001369874,0.0001715683,0.0002348561,0.0004651315,0.00006701352,0.0002812302,0.0003452617,0.001013009],"category_scores_gemma":[0.002639835,0.0001298307,0.00004233367,0.0004317808,0.0003417129,0.0001549401,0.00001600592,0.004817598,0.0001013702],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002961701,"about_ca_system_score_gemma":0.005898987,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2353557,"about_ca_topic_score_gemma":0.6592446,"domain_scores_codex":[0.9980049,0.0004983967,0.0001846425,0.000436168,0.0003413676,0.0005345379],"domain_scores_gemma":[0.9988027,0.0002261013,0.0000315269,0.0001617738,0.0002231435,0.0005547959],"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":[0.00000986803,0.00006554164,0.01605111,0.000004225232,0.00001173421,0.000058115,0.1785131,5.444127e-7,0.00001357059,0.7981552,0.001451242,0.005665699],"study_design_scores_gemma":[0.0002978137,0.00003568299,0.03118032,0.000293927,0.000008622525,0.00001156374,0.6882059,0.00001161811,0.00015118,0.02673925,0.252658,0.0004061195],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5804879,0.000276536,0.00005107528,0.09805978,0.000325824,0.0001792301,0.00001296122,0.00003533099,0.3205714],"genre_scores_gemma":[0.9888031,0.00009473319,0.001628225,0.003856859,0.0002312499,0.00001519584,0.000005598036,0.00001063523,0.005354426],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.771416,"threshold_uncertainty_score":0.9999002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03959257560592768,"score_gpt":0.3555151122722241,"score_spread":0.3159225366662964,"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."}}