{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004645806,0.0001611152,0.0001874466,0.00006350761,0.0003130407,0.000542416,0.002713371,0.0001138009,0.0001460146],"category_scores_gemma":[0.002207532,0.0001434406,0.00004767579,0.0007999502,0.00009461861,0.0020616,0.0008505542,0.0001723175,0.0002228149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003705024,"about_ca_system_score_gemma":0.0001423416,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000159682,"about_ca_topic_score_gemma":0.000002554899,"domain_scores_codex":[0.9985874,0.00002172873,0.0002656537,0.0003506269,0.0002349873,0.0005395549],"domain_scores_gemma":[0.9973806,0.001327865,0.0001238317,0.0006931146,0.0003107064,0.0001638877],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004059704,0.0002827352,0.0611739,0.00001457728,0.00001827912,3.723332e-7,0.006604793,0.0000302828,0.00001069899,0.899619,0.01070348,0.02153787],"study_design_scores_gemma":[0.002671695,0.0007415872,0.01561592,0.0002594912,0.00005032438,0.00009698953,0.00571102,0.004599357,0.007108556,0.2696712,0.6908358,0.002638029],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002423252,0.00004116981,0.9926262,0.001488132,0.0002945735,0.0008831157,0.00001026135,0.0005987671,0.001634566],"genre_scores_gemma":[0.3452042,1.838645e-7,0.6499634,0.0024377,0.0001791522,0.0002612664,0.000005510457,0.0000206438,0.001927956],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.6801323,"threshold_uncertainty_score":0.5849339,"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."}}