{"id":"W2339224764","doi":"10.1145/1113439.1113452","title":"Algebraic generalization","year":2005,"lang":"en","type":"article","venue":"ACM SIGSAM Bulletin","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Generalization; Unification; Algebraic number; Algebraic expression; Computer science; Algebra over a field; Expression (computer science); Mathematics; Pure mathematics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002123222,0.000101611,0.00008885987,0.00005802664,0.0001149733,0.0001145068,0.0009304618,0.00004407162,0.0006971908],"category_scores_gemma":[0.0002564048,0.00009385251,0.00004228858,0.0001761727,0.00001504365,0.00008361457,0.0002796947,0.0001224734,0.002122829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001830874,"about_ca_system_score_gemma":0.00001652998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003864258,"about_ca_topic_score_gemma":0.000002389832,"domain_scores_codex":[0.999094,0.00007030314,0.0001434241,0.0002870937,0.000188716,0.0002164431],"domain_scores_gemma":[0.9991001,0.00008267808,0.00005319237,0.0006582076,0.00003575355,0.00007002673],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002640757,0.00009355606,0.0009363646,0.00000948143,0.00001525159,0.00001309634,0.000619858,0.004801178,0.0007921912,0.04729641,0.2614711,0.6839489],"study_design_scores_gemma":[0.0002101219,0.00003292292,0.001160638,0.000006739512,0.000002111775,0.00001447093,0.000002784316,0.04761595,0.0009286,0.0008811811,0.9489852,0.0001592747],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02581452,0.0005987781,0.8205791,0.1401835,0.0006272466,0.0001687914,0.000001694096,0.001024274,0.01100213],"genre_scores_gemma":[0.5350372,0.00003280265,0.445332,0.007222648,0.001070592,0.00001771062,0.000016364,0.00002223619,0.01124843],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6875141,"threshold_uncertainty_score":0.9986541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00891189697514321,"score_gpt":0.2371997265145833,"score_spread":0.22828782953944,"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."}}