{"id":"W2122156321","doi":"10.2139/ssrn.1677937","title":"Competitive Strategy for Open Source Software","year":2011,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Open source software; Open source; Computer science; Software; Business; Chemistry; Software engineering; Operating system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001841579,0.0001871904,0.0002215365,0.0001428821,0.0005350662,0.0004966022,0.003243569,0.00007660748,0.00004856283],"category_scores_gemma":[0.0001454978,0.0001751071,0.0001080879,0.00048161,0.00005887816,0.0013285,0.0004708315,0.001104858,0.00007144878],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004618405,"about_ca_system_score_gemma":0.002992272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001065745,"about_ca_topic_score_gemma":0.000415441,"domain_scores_codex":[0.9969431,0.00008308455,0.0003662989,0.0003587203,0.0002330765,0.002015705],"domain_scores_gemma":[0.9986516,0.0001246351,0.0002671702,0.0004375318,0.0004127503,0.0001062934],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001869806,0.00007607257,0.0006087444,0.000002158869,0.00008244878,0.000002101993,0.0006010996,0.00002230856,0.00001049278,0.9301733,0.0002549019,0.06814761],"study_design_scores_gemma":[0.001226349,0.0009719044,0.00111854,0.00002773603,0.00002136439,0.000636423,0.002033845,0.0003413043,0.0002631521,0.9722563,0.02069527,0.0004078334],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001953422,0.0002254936,0.991405,0.0004380528,0.0002052406,0.0004556245,0.000004485021,0.0001519041,0.005160805],"genre_scores_gemma":[0.8422123,0.00008678258,0.1505061,0.0006341543,0.0002467694,0.00007782319,0.000007799506,0.0000581106,0.006170107],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8408988,"threshold_uncertainty_score":0.714066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0394481408956037,"score_gpt":0.2842779911201656,"score_spread":0.2448298502245619,"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."}}