{"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 œopen 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","open_science"],"consensus_categories":["open_science"],"category_scores_codex":[0.00305658,0.0005688409,0.0007665745,0.0001380455,0.003656031,0.005376003,0.007606299,0.0002110071,0.00001744473],"category_scores_gemma":[0.0006059776,0.0004634924,0.00005977255,0.001831992,0.0004745441,0.001730826,0.01611455,0.000323713,0.00001555981],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003516756,"about_ca_system_score_gemma":0.0006189125,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006658009,"about_ca_topic_score_gemma":0.0002075429,"domain_scores_codex":[0.9959793,0.0003560616,0.0007215142,0.001418395,0.0007217513,0.0008029846],"domain_scores_gemma":[0.9958591,0.001115614,0.0005395924,0.001378623,0.0008753177,0.0002317774],"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":[0.0005643187,0.0002821037,0.01839476,0.0001173551,0.0002689453,0.00002741991,0.01893409,0.001071653,0.00005277202,0.003259764,0.01869511,0.9383317],"study_design_scores_gemma":[0.002451526,0.00008275243,0.02800189,0.0002942297,0.0000336585,0.000212833,0.0006426312,0.001193726,0.0001654046,0.0005409534,0.9656274,0.0007530453],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06047752,0.0003747918,0.9288583,0.001915972,0.000121533,0.006390669,0.00006675899,0.0002755254,0.001518887],"genre_scores_gemma":[0.8277537,0.00003271939,0.1503682,0.004055938,0.0003370525,0.00368731,0.0003043127,0.0003013297,0.01315948],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9469323,"threshold_uncertainty_score":0.9997817,"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."}}