{"id":"W4301399291","doi":"10.32920/ryerson.14639766.v2","title":"Strategies for instructor protection from false and frivolous human rights complaints","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Complaint; Blame; Mobbing; False accusation; Psychology; Public relations; Human rights; Institution; Work (physics); Social psychology; Medical education; Political science; Law; Medicine; Engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0329858,0.001222559,0.0007111406,0.003042712,0.008018265,0.009714727,0.003989879,0.005326493,0.007344637],"category_scores_gemma":[0.102738,0.0005651375,0.0008000458,0.000828771,0.006974441,0.008343839,0.007790338,0.006300727,0.001891614],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002167284,"about_ca_system_score_gemma":0.007393489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001031549,"about_ca_topic_score_gemma":0.001959202,"domain_scores_codex":[0.965897,0.02440034,0.000999403,0.001869506,0.004717722,0.002116],"domain_scores_gemma":[0.8674982,0.09728549,0.01213415,0.01107854,0.007496363,0.004507208],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003694936,0.001773502,0.02497875,0.001579858,0.000156175,0.001846126,0.2757797,0.001021785,0.01552005,0.05182212,0.03042064,0.5947317],"study_design_scores_gemma":[0.0004391019,0.003220629,0.03941369,0.004574676,0.000563805,0.004660713,0.4337664,0.01606292,0.02716889,0.1555932,0.3141034,0.0004326983],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.438853,0.003818945,0.3410988,0.09747936,0.00140839,0.002639294,0.00007497073,0.003411902,0.1112153],"genre_scores_gemma":[0.8975506,0.0009982665,0.08047869,0.005655158,0.000497148,0.0008576448,0.00005344507,0.0002218501,0.01368714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0329858,"threshold_uncertainty_score":0.1744476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05943311983602667,"score_gpt":0.3412593394754697,"score_spread":0.281826219639443,"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."}}