{"id":"W1658868934","doi":"10.1007/978-3-642-01187-0_13","title":"Impact of Diversity on Open Source Software","year":2009,"lang":"en","type":"book-chapter","venue":"Lecture notes in business information processing","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"","keywords":"Diversity (politics); Open source software; Open source; Computer science; Software; Political science; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003447749,0.000452789,0.0005591805,0.0009604286,0.0003914889,0.000779726,0.002431613,0.0004595685,0.00005982036],"category_scores_gemma":[0.0006449372,0.0004113692,0.0001142707,0.001012761,0.00009078183,0.004814465,0.001694504,0.0006058816,0.00004511085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004048235,"about_ca_system_score_gemma":0.0006796974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00013374,"about_ca_topic_score_gemma":0.00001796156,"domain_scores_codex":[0.9978764,0.00001726416,0.0008175459,0.0003417913,0.0006484654,0.0002985385],"domain_scores_gemma":[0.9965507,0.0001763966,0.001224122,0.0007291637,0.001263302,0.0000562671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003467829,0.00003352169,0.001334156,0.0001715354,0.00002215185,0.000002933843,0.001842205,0.03469806,0.000001129469,0.003391061,0.00008287617,0.9583857],"study_design_scores_gemma":[0.009870151,0.001718358,0.2057554,0.02457875,0.0002936436,0.0002491487,0.00004847324,0.05440161,0.0007808798,0.5918542,0.1000559,0.01039349],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.0003093471,0.00005849716,0.9700943,0.0004144458,0.0001296872,0.0005683596,0.00002404371,0.0002226848,0.02817869],"genre_scores_gemma":[0.8057352,0.0000420125,0.1862741,0.003957541,0.0002192232,0.00002611272,0.0005847161,0.0001066797,0.003054444],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9479922,"threshold_uncertainty_score":0.9998338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02690781757187174,"score_gpt":0.279892667033134,"score_spread":0.2529848494612623,"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."}}