{"id":"W4390920886","doi":"10.2139/ssrn.4693148","title":"The Value of Open Source Software","year":2024,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Leverage (statistics); Supply side; Software; Value (mathematics); Demand side; Business value; Computer science; Open source software; Business; Environmental economics; Commerce; Economics; Microeconomics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003584138,0.000120534,0.0001363158,0.0001160973,0.0005311078,0.001466852,0.003842108,0.00004554366,0.000008145194],"category_scores_gemma":[0.0002283806,0.00008122338,0.0001015396,0.001031978,0.00007537309,0.0009419966,0.0007328823,0.001485491,0.00006429536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004030057,"about_ca_system_score_gemma":0.004001191,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006787639,"about_ca_topic_score_gemma":0.00009619752,"domain_scores_codex":[0.9975624,0.0001148037,0.0003719846,0.0002340362,0.0003749082,0.001341833],"domain_scores_gemma":[0.9987644,0.0003832902,0.00013174,0.000506162,0.0001643687,0.0000500617],"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":[0.000002656218,0.00001229499,0.0001688429,0.000003088187,0.00008333172,0.00000231173,0.000248348,0.0001069459,0.00003617473,0.7981865,0.0009209227,0.2002285],"study_design_scores_gemma":[0.0001819529,0.0001706225,0.0002048882,0.00006421628,0.00001567619,0.0007561682,0.0004150599,0.003395935,0.0001768155,0.8670771,0.1273798,0.0001618763],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005670449,0.004342686,0.982321,0.006038807,0.0005294909,0.0001666371,0.000001100546,0.0001459556,0.0007838355],"genre_scores_gemma":[0.9682301,0.001045406,0.01765404,0.0002992861,0.0003134038,0.00001850288,0.000001397009,0.00004899038,0.01238887],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.964667,"threshold_uncertainty_score":0.9995697,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01027674072697712,"score_gpt":0.276887199501331,"score_spread":0.2666104587743539,"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."}}