{"id":"W2025486920","doi":"10.1145/1028976.1029002","title":"Recovering binary class relationships","year":2004,"lang":"en","type":"article","venue":"","topic":"Software Engineering Research","field":"Computer Science","cited_by":85,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Programming language; Class (philosophy); Binary number; Theoretical computer science; Object-oriented programming; Software; Programming complexity; Software development; Software construction; Artificial intelligence; Mathematics","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":[0.003190071,0.0007990558,0.0009872844,0.004897542,0.002084647,0.004244287,0.001995226,0.002672671,0.004722233],"category_scores_gemma":[0.04083381,0.0008406386,0.0009320004,0.003828824,0.001511968,0.008132106,0.005443944,0.002777376,0.002579178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001172914,"about_ca_system_score_gemma":0.002338134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005313689,"about_ca_topic_score_gemma":0.003735344,"domain_scores_codex":[0.9936779,0.001062546,0.0003581443,0.001214145,0.002958873,0.0007284243],"domain_scores_gemma":[0.9801494,0.006671886,0.002163058,0.00665762,0.003906238,0.0004516144],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002855199,0.0001432414,0.02092161,0.0003357263,0.00004375826,0.0007228106,0.001663981,0.01310711,0.01387163,0.3179964,0.01737444,0.6135339],"study_design_scores_gemma":[0.00007169815,0.00006435131,0.0068428,0.0001584312,0.00007464684,0.001153711,0.001028569,0.2839791,0.02558169,0.5690722,0.1118587,0.0001139571],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08880476,0.0006829828,0.8934905,0.001039473,0.0001898937,0.000110674,0.00101408,0.00296759,0.01170004],"genre_scores_gemma":[0.4533394,0.0004188546,0.5340025,0.0002931889,0.0001496866,0.0001806524,0.002758544,0.001258253,0.007598827],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005313689,"threshold_uncertainty_score":0.01687092,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04072344634466971,"score_gpt":0.2625467331104656,"score_spread":0.2218232867657959,"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."}}