{"id":"W102361065","doi":"","title":"Open Source and Open Standards: Working Together for Effective Software Development and Distribution","year":2008,"lang":"en","type":"article","venue":"The open source business resource","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Open source software; Distribution (mathematics); Computer science; Software; Software engineering; Operating system; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.03751582,0.001113115,0.001075614,0.005476609,0.004618534,0.02166889,0.002830758,0.008323356,0.00727781],"category_scores_gemma":[0.1072067,0.001449726,0.0009321461,0.005051457,0.01361998,0.07253094,0.01977924,0.01080894,0.004143164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00233193,"about_ca_system_score_gemma":0.01230053,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002143847,"about_ca_topic_score_gemma":0.001939668,"domain_scores_codex":[0.9553043,0.01782061,0.003076476,0.002560498,0.01944862,0.001789468],"domain_scores_gemma":[0.8796642,0.06831073,0.006891576,0.02136839,0.01624576,0.007519316],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004793893,0.000163365,0.002321043,0.0004012649,0.00005765733,0.0002119057,0.004551863,0.0007160457,0.00188128,0.5120947,0.07738941,0.4001635],"study_design_scores_gemma":[0.00002615014,0.0000426546,0.001016817,0.0006497126,0.00005073356,0.0002839355,0.00254156,0.003428527,0.001853564,0.7663441,0.2236787,0.00008361183],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01315707,0.0137443,0.6886262,0.1850252,0.004554142,0.0002115941,0.000112905,0.003987671,0.09058085],"genre_scores_gemma":[0.3212146,0.01911764,0.5952544,0.02002526,0.007501422,0.0006636748,0.0009519972,0.003644631,0.03162654],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9971693,"threshold_uncertainty_score":0.198405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0311661023704455,"score_gpt":0.2831830136375749,"score_spread":0.2520169112671294,"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."}}