{"id":"W73583563","doi":"","title":"Best Practices in Multi-Vendor Open Source Communities","year":2011,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Research Data Management Practices","field":"Computer Science","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Vendor; Open source; Computer science; Business; Operating system; Software; Marketing","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":[],"consensus_categories":[],"category_scores_codex":[0.1102525,0.0006848939,0.0006134196,0.01125752,0.01065255,0.02075194,0.008114823,0.005874014,0.003307411],"category_scores_gemma":[0.180087,0.001527489,0.001123346,0.008916847,0.008291755,0.02552355,0.01851619,0.005484656,0.001511003],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007850004,"about_ca_system_score_gemma":0.02084513,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008266128,"about_ca_topic_score_gemma":0.01502893,"domain_scores_codex":[0.8621836,0.07062922,0.01105899,0.011429,0.03895693,0.005742413],"domain_scores_gemma":[0.6970876,0.1073073,0.01508611,0.08763601,0.07256293,0.02032005],"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":[0.0002341013,0.001746531,0.0284349,0.001105891,0.0002006194,0.002338368,0.09920717,0.003681036,0.007274478,0.09798191,0.02066124,0.7371337],"study_design_scores_gemma":[0.0002442218,0.001037922,0.02945924,0.007061535,0.0002803146,0.00671743,0.1226407,0.02289909,0.02241035,0.3331318,0.453263,0.0008542527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2986661,0.007887851,0.5146511,0.06796978,0.0009484274,0.001975897,0.0002680936,0.006061287,0.1015715],"genre_scores_gemma":[0.6531603,0.002253289,0.3290945,0.00232735,0.0001610599,0.0005465944,0.0004563153,0.001236931,0.0107636],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1102525,"threshold_uncertainty_score":0.583078,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3638045420373004,"score_gpt":0.4030192324988982,"score_spread":0.03921469046159776,"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."}}