{"id":"W44555816","doi":"","title":"How the FreeBSD Project's Processes Help Companies Build Products","year":2010,"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":false,"ca_institutions":"","funders":"","keywords":"Business; Computer science","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":[0.009591783,0.0006371375,0.0003591359,0.001505233,0.002238868,0.01130633,0.001546332,0.003379484,0.01653115],"category_scores_gemma":[0.03529021,0.0007844181,0.000912094,0.001109474,0.002253507,0.01226601,0.006307537,0.003626105,0.009002221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001521231,"about_ca_system_score_gemma":0.005178104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005040708,"about_ca_topic_score_gemma":0.005854341,"domain_scores_codex":[0.9923254,0.002258811,0.0002869417,0.0006694929,0.003930987,0.0005282762],"domain_scores_gemma":[0.9819785,0.006418269,0.000549113,0.006278221,0.003004525,0.001771366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002786006,0.0009242959,0.005535084,0.0003869901,0.00005501679,0.0004565649,0.007925107,0.004415078,0.01271307,0.1843581,0.1319966,0.6509555],"study_design_scores_gemma":[0.0002246892,0.0002916171,0.003413205,0.0002428374,0.00006574953,0.0007423818,0.002336628,0.01466451,0.02390353,0.1346638,0.8192423,0.000208748],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08294449,0.0006837333,0.5614824,0.04022776,0.002520089,0.0009321866,0.0008491781,0.02242885,0.2879312],"genre_scores_gemma":[0.2888305,0.0007136833,0.5528763,0.003710543,0.0002561375,0.0003478638,0.00184631,0.010472,0.1409467],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01653115,"threshold_uncertainty_score":0.05530214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02855372034824094,"score_gpt":0.2586756906171513,"score_spread":0.2301219702689103,"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."}}