{"id":"W4313241278","doi":"10.1093/ae/tmac071","title":"How Welcoming Is Your Workspace?","year":2022,"lang":"en","type":"article","venue":"American Entomologist","topic":"Occupational Health and Safety Research","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Workspace; Computer science; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004046849,0.001079258,0.0006233295,0.001880392,0.00729449,0.01928596,0.002417697,0.003740724,0.2673012],"category_scores_gemma":[0.0439884,0.0004858704,0.0007138892,0.001624834,0.002004259,0.01600238,0.01034251,0.00412753,0.262114],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001338459,"about_ca_system_score_gemma":0.002383182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001352777,"about_ca_topic_score_gemma":0.002624096,"domain_scores_codex":[0.9941036,0.002561418,0.0002693004,0.0006071651,0.001676469,0.0007820757],"domain_scores_gemma":[0.9691068,0.003145872,0.001733483,0.001964313,0.00639884,0.01765077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00002071949,0.00004109841,0.0007524187,0.00009127068,0.000003462495,0.0001523522,0.002418886,0.00001900414,0.0001510772,0.002109619,0.9207441,0.07349605],"study_design_scores_gemma":[0.000004751705,0.00002128669,0.0003753164,0.0002343655,0.000003629601,0.0002343746,0.005758467,0.00002978804,0.00009454188,0.001074225,0.9921484,0.00002091394],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.01009405,0.00895534,0.02443481,0.2128236,0.04982408,0.0004505119,0.002469447,0.01887489,0.6720731],"genre_scores_gemma":[0.08971356,0.009238743,0.02255898,0.07269248,0.01310223,0.0009403171,0.004502812,0.01115355,0.7760974],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.2673012,"threshold_uncertainty_score":0.8942116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1279878009786345,"score_gpt":0.4842663422956588,"score_spread":0.3562785413170244,"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."}}