{"id":"W4316829913","doi":"10.48550/arxiv.2301.05379","title":"Benefits and Limitations of Remote Work to LGBTQIA+ Software Professionals","year":2023,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Digital Economy and Work Transformation","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Work (physics); Software; Context (archaeology); Engineering; Computer science; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002862069,0.0001137044,0.0001809102,0.0001826711,0.0002436236,0.00004779818,0.0002692025,0.0001950887,0.00001344591],"category_scores_gemma":[0.0002768353,0.0001386287,0.00008144969,0.000565192,0.0001191825,0.0002896761,0.000213325,0.000165288,0.00007847986],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006877537,"about_ca_system_score_gemma":0.0001852596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002430845,"about_ca_topic_score_gemma":0.001339615,"domain_scores_codex":[0.9991984,0.00006406724,0.000164198,0.0003145482,0.000071676,0.0001871317],"domain_scores_gemma":[0.9990283,0.0003775251,0.0001242002,0.0001856261,0.0001369792,0.0001473342],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001539117,0.0001638816,0.01621987,0.0002635077,0.0001962578,0.00001899783,0.02720359,0.1528283,5.956506e-7,0.4652237,0.002252241,0.3354751],"study_design_scores_gemma":[0.002027612,0.0003016404,0.1712409,0.009244272,0.0006250627,9.773587e-7,0.04556753,0.003637616,0.0001103225,0.6781732,0.085756,0.003314941],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.956392,0.00008200049,0.01733987,0.001765966,0.0005936025,0.0007738142,0.00009328547,0.0002264873,0.02273295],"genre_scores_gemma":[0.9935886,0.0006957172,0.001100884,0.00007318635,0.0000412451,8.424528e-7,0.00003273679,0.00001035567,0.004456484],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3321602,"threshold_uncertainty_score":0.5653115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1740634352285854,"score_gpt":0.2361160150197217,"score_spread":0.06205257979113632,"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."}}