{"id":"W4231546496","doi":"10.1109/ms.2011.59","title":"Point/Counterpoint","year":2011,"lang":"en","type":"article","venue":"IEEE Software","topic":"Software Engineering Research","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Software engineering; Computer science; Software construction; Software development; Social software engineering; Predictability; Software; Architectural pattern; Component-based software engineering; Resource-oriented architecture; Software design; Software peer review; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002505245,0.001537802,0.0007192869,0.002062751,0.002705903,0.005197247,0.002534642,0.0043243,0.1523445],"category_scores_gemma":[0.0156788,0.0005055356,0.001504152,0.001056561,0.005047042,0.008292104,0.004962914,0.004241385,0.04020007],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001971101,"about_ca_system_score_gemma":0.002051744,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002651763,"about_ca_topic_score_gemma":0.001557834,"domain_scores_codex":[0.996106,0.0007662976,0.000230967,0.001104048,0.001320695,0.0004719996],"domain_scores_gemma":[0.9957403,0.001233636,0.0002733306,0.001153064,0.001262597,0.0003370552],"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":[0.0003535613,0.00006773674,0.001073976,0.0003015766,0.00003733486,0.001621201,0.001080745,0.0006998858,0.001675031,0.8692198,0.06477125,0.05909787],"study_design_scores_gemma":[0.00009217569,0.0001450756,0.0003494908,0.0003586717,0.00004854312,0.001449063,0.0009641076,0.001816594,0.00287721,0.2362812,0.755564,0.00005395354],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.01375092,0.002932803,0.1956142,0.02355349,0.01422332,0.001125726,0.001079969,0.004062511,0.7436572],"genre_scores_gemma":[0.4301614,0.002907612,0.1147832,0.01426012,0.002683412,0.001335374,0.00140234,0.001985872,0.4304807],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.1523445,"threshold_uncertainty_score":0.5096432,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03138459671833362,"score_gpt":0.2466201098762671,"score_spread":0.2152355131579335,"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."}}