{"id":"W55830303","doi":"","title":"So Are You A Contributor?: Women's Contributions to Linux and Open Source Span Technology and Business","year":2009,"lang":"en","type":"article","venue":"The open source business resource","topic":"ICT Impact and Policies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Span (engineering); Computer science; Operating system; Open source software; Business; Engineering; Software","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0005946825,0.0005773078,0.0009098988,0.0004652952,0.001025298,0.00193991,0.001801128,0.0003591521,0.00004450545],"category_scores_gemma":[0.0003410637,0.0004365901,0.00004271517,0.002600795,0.0003741435,0.0004022793,0.001394489,0.0003860197,0.00006118366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002193081,"about_ca_system_score_gemma":0.0001015907,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004829651,"about_ca_topic_score_gemma":0.0001327678,"domain_scores_codex":[0.9975862,0.00009285528,0.0004961372,0.0003869525,0.0002628499,0.001175036],"domain_scores_gemma":[0.9979162,0.0001775389,0.0001675364,0.0009007559,0.0004452557,0.0003927701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00263897,0.00109276,0.02648558,0.0007990037,0.001343769,0.0001640718,0.08832683,0.0980538,0.01699506,0.009214116,0.1431402,0.6117458],"study_design_scores_gemma":[0.001778951,0.00008275689,0.03671786,0.0001941632,0.00006355896,0.0001901958,0.004482571,0.0009326199,0.0001985668,0.0004695054,0.9541919,0.0006973296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9511459,0.001981054,0.01385288,0.02616128,0.0001604088,0.002364343,0.0002396513,0.0008743799,0.003220148],"genre_scores_gemma":[0.9903661,0.000110981,0.00009128322,0.0030575,0.0003324761,0.0001890423,0.00003423572,0.0001142133,0.00570418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8110517,"threshold_uncertainty_score":0.9998086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00840541343737132,"score_gpt":0.2494981405421646,"score_spread":0.2410927271047933,"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."}}