{"id":"W105780725","doi":"","title":"How Firms Relate to Open Source Communities","year":2011,"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; Open source software; Business; Computer science; Software; Operating system","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":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004721317,0.0001862018,0.0002589535,0.003150627,0.008202374,0.01814876,0.001494009,0.004105895,0.01465891],"category_scores_gemma":[0.03755439,0.0002834355,0.0003079949,0.004697097,0.008443459,0.02117207,0.00997034,0.002895836,0.001284266],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005236583,"about_ca_system_score_gemma":0.004677059,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02364805,"about_ca_topic_score_gemma":0.03175763,"domain_scores_codex":[0.9920839,0.004218717,0.0001599536,0.0005984959,0.00141172,0.001527283],"domain_scores_gemma":[0.9714945,0.01500891,0.003427265,0.002042848,0.00318515,0.004841285],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001697907,0.0004164081,0.1065031,0.000138148,0.0000707608,0.001465559,0.1993555,0.001299257,0.001399347,0.5815676,0.01850907,0.08910555],"study_design_scores_gemma":[0.00004793426,0.0001035718,0.0534461,0.0002412133,0.00005730658,0.0004658337,0.3775848,0.003767089,0.0008280575,0.3841289,0.1792327,0.00009646192],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6834697,0.0008635503,0.008514288,0.02377875,0.0001119096,0.00006603158,0.00008539613,0.00009877221,0.2830115],"genre_scores_gemma":[0.9933091,0.0002297104,0.0004322591,0.0004798679,0.0000238052,0.00001109861,0.0000395948,0.00003288594,0.005441589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.998506,"threshold_uncertainty_score":0.04903889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05981635291502361,"score_gpt":0.2663532557492604,"score_spread":0.2065369028342368,"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."}}