{"id":"W4400482691","doi":"10.55016/ojs/cpai.v3i2.71654","title":"Faculty development and academic integrity during pandemic times","year":2020,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Lethbridge College","funders":"","keywords":"Pandemic; Academic integrity; Coronavirus disease 2019 (COVID-19); Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Medicine; Computer science; Library science; Internal 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":["metaepi_narrow","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.001172461,0.0005301718,0.0006911571,0.0003353357,0.001915677,0.00001679458,0.000622099,0.002024019,0.0009673799],"category_scores_gemma":[0.002389169,0.0004497853,0.0001031424,0.0004258106,0.000264065,0.000277746,0.0002436089,0.02440587,0.0006464646],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002728973,"about_ca_system_score_gemma":0.005790464,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02757927,"about_ca_topic_score_gemma":0.01822417,"domain_scores_codex":[0.9950512,0.0007675963,0.001015728,0.0011325,0.0005152216,0.001517721],"domain_scores_gemma":[0.9960639,0.0004736333,0.0003176165,0.0002828743,0.000374235,0.002487754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005190052,0.00005074296,0.6752222,0.001016551,0.0001871346,0.00008534372,0.2280051,0.000002373299,0.001057116,0.035316,0.02746212,0.03107634],"study_design_scores_gemma":[0.002374146,0.0001718823,0.6304316,0.005012971,0.00004828956,0.00002528252,0.2388263,0.000310591,0.0007728765,0.002031997,0.1184892,0.001504894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.936605,0.003511988,0.00003851602,0.05183588,0.0004545469,0.001120645,0.0004214259,0.0002814283,0.005730609],"genre_scores_gemma":[0.9844301,0.001631308,0.0004866752,0.01069144,0.00104077,0.0001733131,0.0000664028,0.00006208174,0.001417876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09102704,"threshold_uncertainty_score":0.9999459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1456170227497268,"score_gpt":0.4359616447148369,"score_spread":0.2903446219651101,"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."}}