{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03704844,0.0005365466,0.001262515,0.001474496,0.005567802,0.01359254,0.003448999,0.02845301,0.07327441],"category_scores_gemma":[0.2089891,0.0009557765,0.001323608,0.002859261,0.0129976,0.02564551,0.005510361,0.01173419,0.0386093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00719355,"about_ca_system_score_gemma":0.03317504,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01542686,"about_ca_topic_score_gemma":0.01016834,"domain_scores_codex":[0.9631121,0.01097696,0.002848045,0.002674239,0.01726644,0.0031222],"domain_scores_gemma":[0.7621921,0.144596,0.01232421,0.008609042,0.06369218,0.008586399],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003521602,0.00004354076,0.0006367267,0.0009280372,0.00001496474,0.0001411396,0.0005042022,0.0001187169,0.0002318665,0.1966402,0.7481701,0.05253536],"study_design_scores_gemma":[0.00006791178,0.00004930323,0.001046115,0.001194487,0.00001368544,0.0001843861,0.0007032256,0.0001910688,0.0001676464,0.04264308,0.9536968,0.00004221458],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001498017,0.007106448,0.00392626,0.845626,0.006817685,0.0002841284,0.0004665651,0.0002221673,0.1340528],"genre_scores_gemma":[0.0611577,0.01357298,0.01019837,0.7764745,0.008676459,0.001090162,0.0007532629,0.0003926012,0.127684],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07327441,"threshold_uncertainty_score":0.2451273,"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."}}