{"id":"W101575415","doi":"10.4018/978-1-4666-4229-4.ch009","title":"Managing Knowledge in Open Source Software Test Process","year":2013,"lang":"en","type":"book-chapter","venue":"Advances in systems analysis, software engineering, and high performance computing book series","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Conceptual model; Process (computing); Knowledge management; Software engineering; Software development process; Computer science; Software development; Engineering; Process management; Software; Programming language","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":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0007847134,0.001020307,0.001863432,0.002010188,0.0004058199,0.001287818,0.002564658,0.0004031763,0.00003022693],"category_scores_gemma":[0.0001818694,0.001090784,0.0001512806,0.001531731,0.0001856286,0.005730069,0.00165222,0.001026726,0.00005038385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003708672,"about_ca_system_score_gemma":0.0002063225,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001955835,"about_ca_topic_score_gemma":0.0001940745,"domain_scores_codex":[0.9953533,0.00003812151,0.001653546,0.001534634,0.0005316111,0.0008888277],"domain_scores_gemma":[0.996699,0.0006352538,0.0008273685,0.001236374,0.0004272271,0.0001747244],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001242293,0.00009705302,0.06569378,0.003691516,0.0004964242,0.00005978128,0.003346894,0.8519541,0.000001112389,0.03495241,0.0001928108,0.03950168],"study_design_scores_gemma":[0.001460698,0.0003912717,0.01372739,0.0101515,0.0003848854,0.0001645683,0.0003541656,0.5421275,0.00002068205,0.001178053,0.4253606,0.004678647],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006249977,0.05727468,0.9202577,0.0001003643,0.001746248,0.00264925,0.00004959413,0.002074968,0.009597195],"genre_scores_gemma":[0.616244,0.01757334,0.1505869,0.000279767,0.001236371,0.0007883195,0.0004062905,0.0007593404,0.2121257],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.7696708,"threshold_uncertainty_score":0.9997489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007308429314041744,"score_gpt":0.2338511975886091,"score_spread":0.2265427682745674,"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."}}