{"id":"W2091105021","doi":"10.1109/compsacw.2012.87","title":"A Conceptual Framework for Open Source Software Test Process","year":2012,"lang":"en","type":"article","venue":"","topic":"Open Source Software Innovations","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Open source; Open source software; Process (computing); Software engineering; Computer science; Test (biology); Software; Software quality; Operating system; Software development","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":[],"consensus_categories":[],"category_scores_codex":[0.04211153,0.001488248,0.000942294,0.007580749,0.004681703,0.01847401,0.005586777,0.009047027,0.005558904],"category_scores_gemma":[0.03362268,0.0009973015,0.002138988,0.006065693,0.025069,0.02633863,0.0081882,0.006401233,0.001597461],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008774264,"about_ca_system_score_gemma":0.01646008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008192759,"about_ca_topic_score_gemma":0.003243491,"domain_scores_codex":[0.9713604,0.01812333,0.002109455,0.002099206,0.004876905,0.001430648],"domain_scores_gemma":[0.9613463,0.02462122,0.003103108,0.003090026,0.005396149,0.002443237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000002554314,0.0000139348,0.0001144246,0.00003583352,0.000002467241,0.00008470948,0.001327672,0.0006554921,0.00004473849,0.9940789,0.0002510656,0.003388142],"study_design_scores_gemma":[0.00003222787,0.00005973117,0.0002314413,0.0004634561,0.00001332132,0.0003213107,0.002994306,0.01027798,0.000219663,0.9270247,0.0583278,0.00003390984],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00487045,0.001479033,0.9288152,0.007536685,0.0002237274,0.0009406365,0.00009493063,0.0004318553,0.05560752],"genre_scores_gemma":[0.2370323,0.00198872,0.7460162,0.001293429,0.0003087633,0.003698481,0.0003565009,0.0001949325,0.0091107],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.04211153,"threshold_uncertainty_score":0.2227097,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04547301313539713,"score_gpt":0.3343619306954189,"score_spread":0.2888889175600218,"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."}}