{"id":"W2579011828","doi":"","title":"Lazy Arithmetic Circuits.","year":2016,"lang":"en","type":"article","venue":"National Conference on Artificial Intelligence","topic":"Machine Learning and Algorithms","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Arithmetic; Computer science; Electronic circuit; Mathematics; Electrical engineering; Engineering","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":[0.0005628605,0.0001670952,0.000145146,0.0002045107,0.0001735361,0.0002117765,0.0009338783,0.0000755574,0.0004658565],"category_scores_gemma":[0.0006948212,0.0001189697,0.00006708882,0.000397672,0.0001119211,0.0003221341,0.0001034244,0.0001955942,0.00257783],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007886108,"about_ca_system_score_gemma":0.0002330752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001736574,"about_ca_topic_score_gemma":0.00001021024,"domain_scores_codex":[0.9979407,0.0001060691,0.0003251005,0.0005142071,0.0008127788,0.0003011388],"domain_scores_gemma":[0.9985579,0.0003857214,0.0001071922,0.0003114001,0.0005137918,0.0001240209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000001890919,0.00003985523,0.00001599499,0.000001079337,0.000003324119,0.000002931768,0.00004300051,0.00006520942,0.001114282,0.5754799,0.00009055081,0.423142],"study_design_scores_gemma":[0.00005134593,0.000188519,0.0008379527,0.00007947579,0.000002412979,0.00001380235,0.00002238737,0.1463994,0.0226799,0.8256326,0.003724775,0.0003674596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001102066,0.00001272387,0.9497434,0.01263276,0.0005251709,0.00009800355,0.000008505612,0.0002227947,0.03565459],"genre_scores_gemma":[0.9925866,0.00001505571,0.005115903,0.0006878019,0.0002038132,0.00001917517,0.00000187479,0.00000823187,0.001361595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9914845,"threshold_uncertainty_score":0.9981988,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1084183453589495,"score_gpt":0.3399702588117555,"score_spread":0.231551913452806,"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."}}