{"id":"W2300941325","doi":"","title":"The Role of Consumers Within an Open Source Community","year":2009,"lang":"en","type":"article","venue":"˜The œopen source business resource","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Open source; Business; Computer science; Operating system; Software","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":[],"category_scores_codex":[0.005315373,0.0005434353,0.0006911906,0.0001824709,0.004400481,0.004424734,0.02726661,0.0002079276,0.0000322566],"category_scores_gemma":[0.0004516384,0.0003714057,0.0001092984,0.003755816,0.0009208299,0.001864985,0.007377413,0.0009891688,0.00008601579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001138161,"about_ca_system_score_gemma":0.0004380124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006671766,"about_ca_topic_score_gemma":0.001067911,"domain_scores_codex":[0.9943937,0.001866158,0.001172193,0.0007630964,0.0009494334,0.0008554289],"domain_scores_gemma":[0.9907264,0.001306129,0.001117122,0.005642721,0.000962802,0.0002449001],"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":[0.0005423273,0.001861842,0.007273129,0.00003797363,0.0002942973,0.00001353736,0.05528613,0.0148663,0.003888067,0.05661577,0.008410161,0.8509105],"study_design_scores_gemma":[0.001538327,0.0003344939,0.03349715,0.0001557254,0.0000635737,0.0001436969,0.01172659,0.01569196,0.0009127649,0.01137515,0.9235889,0.0009716552],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5389611,0.001060511,0.3465605,0.02030595,0.0006056225,0.00791368,0.00005059633,0.001579288,0.08296276],"genre_scores_gemma":[0.9849163,0.000006652954,0.006477383,0.003495801,0.00008761034,0.00009887392,0.00003230526,0.00008572406,0.004799305],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9151788,"threshold_uncertainty_score":0.9999429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02883625997049507,"score_gpt":0.2830982818984518,"score_spread":0.2542620219279568,"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."}}