{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01318296,0.0004582376,0.0004226483,0.001267051,0.0123741,0.004289941,0.001752611,0.002077402,0.008920624],"category_scores_gemma":[0.02650213,0.0002964728,0.0006396509,0.0008208026,0.008310609,0.003206494,0.01126145,0.00208061,0.0008009788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003813177,"about_ca_system_score_gemma":0.00909526,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01485328,"about_ca_topic_score_gemma":0.03017907,"domain_scores_codex":[0.9816507,0.01291252,0.0004514329,0.0005315049,0.001622569,0.002831144],"domain_scores_gemma":[0.9736463,0.01380464,0.002662275,0.001758162,0.002413251,0.005715272],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001605777,0.0004508481,0.1387323,0.0007414488,0.00003834793,0.001940716,0.6852748,0.0001260165,0.001356103,0.008794701,0.005022463,0.1573618],"study_design_scores_gemma":[0.00003149232,0.0003880183,0.06268758,0.0015054,0.00004215992,0.0008281608,0.9079878,0.0001623133,0.0002614524,0.004697625,0.021374,0.00003394384],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9343318,0.001347621,0.001979854,0.0274693,0.0002192431,0.0001453913,0.00004884651,0.00003658843,0.03442136],"genre_scores_gemma":[0.9929997,0.0006592191,0.001082393,0.003062108,0.000043698,0.000130384,0.00001684798,0.00001028571,0.001995391],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01485328,"threshold_uncertainty_score":0.06971896,"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."}}