{"id":"W13473787","doi":"","title":"Building an Open Source Company One Penguin at a Time","year":2007,"lang":"en","type":"article","venue":"The open source business resource","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Computer science; Business; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006960888,0.001013165,0.0004832349,0.003511337,0.002293763,0.005525561,0.001925471,0.001725982,0.04365822],"category_scores_gemma":[0.01473173,0.0009775404,0.0007219005,0.001895692,0.001492161,0.01280949,0.004413479,0.004241379,0.03207859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002359332,"about_ca_system_score_gemma":0.004475966,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0065953,"about_ca_topic_score_gemma":0.009381975,"domain_scores_codex":[0.9951788,0.0005740522,0.000180197,0.0009274329,0.002574476,0.0005650128],"domain_scores_gemma":[0.980771,0.002221903,0.0004771342,0.003242513,0.007901493,0.005385935],"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":[0.000222683,0.0004900739,0.003775599,0.0002194289,0.00004271673,0.001554402,0.00289153,0.0008810456,0.013043,0.04147455,0.3729383,0.5624667],"study_design_scores_gemma":[0.00002708576,0.0001204388,0.001180873,0.00008924755,0.00001570306,0.0006621066,0.0004813082,0.001709507,0.002660711,0.004064405,0.9889249,0.00006361068],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.03898291,0.00317283,0.4556521,0.02187236,0.005950025,0.001124964,0.001445582,0.07882509,0.3929742],"genre_scores_gemma":[0.07501233,0.00188768,0.3734156,0.004346685,0.001378443,0.0005039996,0.005478932,0.02768143,0.5102949],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.04365822,"threshold_uncertainty_score":0.1460513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03435336380046659,"score_gpt":0.2952621312715956,"score_spread":0.260908767471129,"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."}}