{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.004174464,0.0002419443,0.0003262348,0.001539681,0.0007007926,0.00194041,0.0006773269,0.0009275639,0.01058766],"category_scores_gemma":[0.04196207,0.0002464969,0.0006287178,0.002921757,0.001216694,0.002304671,0.001261625,0.002347325,0.001011448],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001291611,"about_ca_system_score_gemma":0.001257616,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009154372,"about_ca_topic_score_gemma":0.009347532,"domain_scores_codex":[0.9974733,0.001584948,0.000134029,0.0001872439,0.0003405476,0.000279894],"domain_scores_gemma":[0.744968,0.2145201,0.02733446,0.003487461,0.004625642,0.005064344],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000746695,0.003393097,0.9629288,0.0001491975,0.0002174086,0.0003305309,0.001847669,0.001475033,0.0005636129,0.003663505,0.001031217,0.02365319],"study_design_scores_gemma":[0.00004457253,0.0005375439,0.9906843,0.00004851587,0.0001293151,0.00009462247,0.003422736,0.002454792,0.0003948465,0.0009882268,0.001181463,0.00001912844],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950506,0.0002929708,0.0002652564,0.0003664395,0.000005236977,0.00002136694,0.0001864165,0.000008095919,0.003803611],"genre_scores_gemma":[0.9980547,0.0002520244,0.0001930015,0.000054573,0.0000219482,0.00002325275,0.0002018065,0.000005787873,0.00119293],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9993227,"threshold_uncertainty_score":0.03541929,"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."}}