{"id":"W4400482767","doi":"10.55016/ojs/cpai.v4i1.71350","title":"emotional labour of academic integrity: How does it feel?","year":2021,"lang":"en","type":"article","venue":"Canadian Perspectives on Academic Integrity","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medicine Hat College","funders":"","keywords":"Psychology; Academic integrity; Emotional labor; Developmental psychology; 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":[],"consensus_categories":[],"category_scores_codex":[0.006437651,0.0005051079,0.001009949,0.00194828,0.02006411,0.01525009,0.00159917,0.003276164,0.002658245],"category_scores_gemma":[0.01686415,0.0004975589,0.0006684159,0.002519441,0.02780654,0.005442777,0.006337315,0.006545104,0.0004573144],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03145023,"about_ca_system_score_gemma":0.04770574,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.6148139,"about_ca_topic_score_gemma":0.6485142,"domain_scores_codex":[0.9913156,0.002478494,0.000219665,0.0003814926,0.002745057,0.002859603],"domain_scores_gemma":[0.987726,0.002444294,0.001471958,0.0003341433,0.00368071,0.004342893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006274571,0.00006350556,0.03147679,0.0003388619,0.00004878562,0.0007517575,0.9016868,0.00007289716,0.0006186145,0.007726338,0.01537496,0.04177785],"study_design_scores_gemma":[0.000005008877,0.00003346298,0.02447276,0.0004781628,0.00001834052,0.000240939,0.9484774,0.00003739846,0.0001040437,0.001512635,0.02455533,0.00006449936],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7051744,0.02565017,0.001369644,0.2010271,0.002772303,0.00007752037,0.0002213169,0.00007827454,0.06362919],"genre_scores_gemma":[0.9819297,0.007744291,0.000209624,0.006800175,0.0001857327,0.0000176108,0.00004344017,0.00002668646,0.003042619],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6148139,"threshold_uncertainty_score":0.774909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07247651385006698,"score_gpt":0.4195121048308843,"score_spread":0.3470355909808173,"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."}}