{"id":"W4293019512","doi":"10.20944/preprints202208.0391.v1","title":"Workplace Assessment Scale: Pilot Validation Study","year":2022,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Workplace Violence and Bullying","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Ottawa Hospital; University of Ottawa","funders":"","keywords":"Psychology; Humiliation; Feeling; Likert scale; Clinical psychology; Scale (ratio); Negative affectivity; Population; Observational study; Validity; Applied psychology; Psychometrics; Social psychology; Medicine; Personality; Developmental psychology; Environmental health","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":[0.01022641,0.0007606416,0.0007005288,0.0007499955,0.001013899,0.0006606096,0.0009230266,0.0008676436,0.003117129],"category_scores_gemma":[0.01565318,0.0003959313,0.000802805,0.0004344246,0.0005739823,0.0005439306,0.0009678279,0.001639701,0.001873221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000515531,"about_ca_system_score_gemma":0.001372199,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001780508,"about_ca_topic_score_gemma":0.002517355,"domain_scores_codex":[0.9967111,0.001587235,0.0003790013,0.0002509668,0.0008969945,0.0001747155],"domain_scores_gemma":[0.9888193,0.003399896,0.0005589016,0.001166151,0.005422828,0.0006330684],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006070076,0.08277127,0.4609479,0.00166366,0.0006779747,0.001703449,0.03757028,0.002109411,0.05054798,0.001788617,0.01365642,0.3404929],"study_design_scores_gemma":[0.003050278,0.06603969,0.882893,0.0003361055,0.0002785209,0.001821054,0.008236741,0.00356418,0.007556322,0.0008863742,0.02522612,0.0001116907],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9806475,0.0001939339,0.006102636,0.000288231,0.0001187348,0.007653104,0.001197422,0.0000861939,0.003712094],"genre_scores_gemma":[0.9473078,0.0004583472,0.02687822,0.0006574276,0.0001270614,0.01486416,0.004109886,0.0001129082,0.005484275],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01022641,"threshold_uncertainty_score":0.05408299,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1825875300760859,"score_gpt":0.4411077299845741,"score_spread":0.2585201999084882,"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."}}