{"id":"W3012478566","doi":"10.1145/1035292.1029002","title":"Recovering binary class relationships","year":2004,"lang":"en","type":"article","venue":"ACM SIGPLAN Notices","topic":"Software Engineering Research","field":"Computer Science","cited_by":23,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science; Programming language; Class (philosophy); Binary number; Theoretical computer science; Software; Object-oriented programming; Programming complexity; Software development; Software construction; Artificial intelligence","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":[0.003183721,0.0008244562,0.000984853,0.005239545,0.002162524,0.004478069,0.002099038,0.002729047,0.005045531],"category_scores_gemma":[0.04169274,0.0009316755,0.001010933,0.004100944,0.001491258,0.008386256,0.005717893,0.002922515,0.002884621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249809,"about_ca_system_score_gemma":0.002539201,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00594134,"about_ca_topic_score_gemma":0.004367982,"domain_scores_codex":[0.9933269,0.001078548,0.0003753899,0.00127455,0.003165623,0.0007789695],"domain_scores_gemma":[0.9792763,0.006916662,0.002222127,0.006979092,0.004125197,0.0004806432],"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":[0.0002940123,0.0001553216,0.02213727,0.0003525935,0.00004503243,0.0007405312,0.001721335,0.01236472,0.01404723,0.2846404,0.01972071,0.6437809],"study_design_scores_gemma":[0.00007824621,0.00007312027,0.007445984,0.0001771597,0.00008379213,0.001246814,0.001164369,0.2872174,0.02873855,0.5423686,0.1312808,0.0001252216],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08793078,0.0007339426,0.8930515,0.001102446,0.000207749,0.0001228214,0.001204279,0.003628171,0.01201835],"genre_scores_gemma":[0.4357511,0.0004433889,0.5501469,0.0003174648,0.0001544609,0.000185447,0.003236053,0.001502657,0.00826255],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00594134,"threshold_uncertainty_score":0.01687896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04904132694768226,"score_gpt":0.2737487482202274,"score_spread":0.2247074212725451,"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."}}