{"id":"W4234436573","doi":"10.22215/etd/2007-08512","title":"An empirical study of the effects of open source adoption on software development economics","year":2007,"lang":"en","type":"dissertation","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University; Canadian Heritage","funders":"","keywords":"Open source; Open source software; Political science; Software; Computer science; 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":[0.0005745084,0.0002576234,0.0004065227,0.0002764116,0.0001821135,0.0001699131,0.003524803,0.0002005435,0.0000109211],"category_scores_gemma":[0.0001790012,0.0001984209,0.00006434903,0.0007213358,0.0000233857,0.0003771895,0.000439341,0.0002811723,0.00001050035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001369998,"about_ca_system_score_gemma":0.0005062628,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001315533,"about_ca_topic_score_gemma":0.0008482215,"domain_scores_codex":[0.9979904,0.000130175,0.000763398,0.0005361004,0.0003860104,0.0001939722],"domain_scores_gemma":[0.9973185,0.0003157256,0.0007124172,0.001250243,0.0003476866,0.00005541114],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003057965,0.01293607,0.1679488,0.000967108,0.0006703221,0.000007336885,0.1134113,0.004698031,0.0002960637,0.00909153,0.002119969,0.6875476],"study_design_scores_gemma":[0.001664585,0.001904665,0.9613457,0.0005209544,0.00006841079,0.000002401322,0.004986417,0.0006498712,0.02521382,0.0004157687,0.002425095,0.0008022898],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9384946,0.000005027861,0.05805619,0.00001621078,0.0006612318,0.001723661,0.000001309005,0.00007413539,0.0009676376],"genre_scores_gemma":[0.9271528,0.000001501516,0.06914847,0.0002707774,0.00003483316,0.0001039416,0.00009078888,0.00004679198,0.003150127],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7933969,"threshold_uncertainty_score":0.8091371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02459355268739728,"score_gpt":0.342337461665387,"score_spread":0.3177439089779898,"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."}}