{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009282482,0.0001315827,0.0002717997,0.0001611836,0.00220246,0.00001478894,0.000381447,0.00004371421,0.002653783],"category_scores_gemma":[0.0003453873,0.0001238608,0.00007613075,0.0008173853,0.0003160433,0.00006959165,0.0004926449,0.001216449,0.0002759077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004979491,"about_ca_system_score_gemma":0.0004979961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00425443,"about_ca_topic_score_gemma":0.000116398,"domain_scores_codex":[0.9968815,0.0009979765,0.0002775668,0.0003516501,0.0005955827,0.0008957568],"domain_scores_gemma":[0.9981083,0.0008604651,0.0002726847,0.0003887518,0.0001031236,0.0002666566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004538842,0.000140204,0.7987857,0.00007427286,0.0000329434,0.00006469151,0.002904464,0.00003321298,0.0000379941,0.005508204,0.1011333,0.09083117],"study_design_scores_gemma":[0.0007595054,0.0006289179,0.2725483,0.00001641764,0.000009193623,0.0000122857,0.03180652,0.0003961846,0.000007317661,0.0007478338,0.692791,0.0002765594],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6383325,0.0007627177,0.003399195,0.2831024,0.002738269,0.002732559,0.0004556901,0.0005119899,0.06796467],"genre_scores_gemma":[0.9625019,0.00007119659,0.001410417,0.009841461,0.0002987337,0.0007939283,0.00006000583,0.00002633318,0.02499604],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5916577,"threshold_uncertainty_score":0.9990965,"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."}}