{"id":"W3198583770","doi":"10.1007/s00037-023-00241-0","title":"The Power of Natural Properties as Oracles","year":2023,"lang":"en","type":"article","venue":"Computational Complexity","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Oracle; Combinatorics; Mathematics; Discrete mathematics; Randomized algorithm; Upper and lower bounds; Random oracle; Computer science","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":[0.007209925,0.0008439432,0.001505929,0.002895162,0.001915369,0.008338857,0.002841308,0.002711775,0.008394429],"category_scores_gemma":[0.05271155,0.001199733,0.001632271,0.002424279,0.01675604,0.04607266,0.005434786,0.006834978,0.0007504166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00187268,"about_ca_system_score_gemma":0.00114527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00110567,"about_ca_topic_score_gemma":0.0009405185,"domain_scores_codex":[0.9924931,0.003899363,0.0004460304,0.001499081,0.001257775,0.0004045945],"domain_scores_gemma":[0.9033436,0.07862949,0.00248947,0.01142464,0.002594127,0.001518524],"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":[0.00002255302,0.00001091604,0.0001975615,0.00004414134,0.00000583682,0.00001590278,0.0001115488,0.00108095,0.00009417079,0.9937261,0.0005865438,0.004103896],"study_design_scores_gemma":[0.000004996146,0.000003288435,0.0000366809,0.000008754872,0.000003111374,0.00001295601,0.00001662301,0.003029673,0.00006966828,0.9959177,0.0008923227,0.000004144736],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08402935,0.005743349,0.8165228,0.02126648,0.0005704247,0.00007699044,0.0007606166,0.0009690932,0.0700608],"genre_scores_gemma":[0.8839976,0.002876446,0.1024269,0.001729178,0.001342045,0.0001745897,0.0005583973,0.0003898501,0.006505048],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008394429,"threshold_uncertainty_score":0.03813016,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06434584726470818,"score_gpt":0.2889815742905184,"score_spread":0.2246357270258102,"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."}}