{"id":"W4242370405","doi":"10.22215/timreview897","title":"Q&amp;A. Does a Software Development Firm Need an Open Source Policy?","year":2015,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Open source; Open source software; Software; Software development; Source code; Computer science; Software engineering; Development (topology); Code (set theory); Business; Operating system; Programming language","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"],"consensus_categories":[],"category_scores_codex":[0.001980665,0.000319223,0.000455385,0.001847293,0.0002887391,0.0003662516,0.004792461,0.0001557819,0.00005080657],"category_scores_gemma":[0.0006337664,0.0002701544,0.00002532832,0.01547133,0.0001113078,0.001438816,0.003779332,0.0002880035,0.0006469686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003190872,"about_ca_system_score_gemma":0.0003365232,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003208924,"about_ca_topic_score_gemma":0.00002249138,"domain_scores_codex":[0.9971106,0.0000824721,0.001052284,0.0007716594,0.000513033,0.000469951],"domain_scores_gemma":[0.9963047,0.00002376655,0.0005481571,0.002090353,0.0009524882,0.00008053186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000001657855,0.000116192,0.001190743,0.0002781159,0.00005627981,0.00000594667,0.0001310626,0.000007764985,0.000009510071,0.4947705,0.0205556,0.4828766],"study_design_scores_gemma":[0.0004317445,0.00005135563,0.0003569269,0.0006530682,0.00001774107,0.00001766917,0.00009147936,0.00002797627,0.00007924595,0.02814494,0.9697372,0.00039063],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.003225932,0.001225881,0.943854,0.04250352,0.0002381162,0.00251395,0.000002398392,0.002737908,0.003698307],"genre_scores_gemma":[0.007089511,0.0005317003,0.9655349,0.01785235,0.00005993076,0.001058811,0.0001765242,0.00005259386,0.00764364],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.9491816,"threshold_uncertainty_score":0.9999751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06923210270624675,"score_gpt":0.3498887280490475,"score_spread":0.2806566253428008,"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."}}