{"id":"W2027982484","doi":"10.1145/1122480.1122499","title":"2005","year":2006,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"Optimization and Search Problems","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Quarter (Canadian coin); Computer science; Column (typography); Information retrieval; Library science; Telecommunications; Geography; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001118538,0.00006369514,0.00006517048,0.00005471072,0.00006683692,0.0001462747,0.0008336579,0.00003066487,0.0001518946],"category_scores_gemma":[0.00004883647,0.00005582403,0.00003223862,0.0001957428,0.00001535015,0.0003574447,0.0002056512,0.00006746545,0.0005048985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000171851,"about_ca_system_score_gemma":0.00004281545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001596752,"about_ca_topic_score_gemma":0.00006916891,"domain_scores_codex":[0.9992725,0.00003147065,0.0001189656,0.0001792833,0.0001653127,0.0002324888],"domain_scores_gemma":[0.9992035,0.00005714845,0.00003058005,0.0006139924,0.00003052874,0.00006423726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004443715,0.0002192106,0.005146749,0.00001128697,0.00001267588,0.00003368254,0.0003159635,0.007639772,0.004231615,0.2343416,0.6528672,0.09517579],"study_design_scores_gemma":[0.0006192636,0.00006195377,0.004647517,0.000009447052,0.000002267239,0.0000116316,0.00001316675,0.05610774,0.003410348,0.03690881,0.897889,0.0003188783],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004352049,0.0001797755,0.8513386,0.02020498,0.0003928934,0.0002495514,0.000001481011,0.0005323348,0.1227483],"genre_scores_gemma":[0.4999552,0.00009111004,0.4566044,0.005048187,0.0004581856,0.00002956093,0.00001712485,0.00002593537,0.03777032],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.4956031,"threshold_uncertainty_score":0.6489617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01876000521620824,"score_gpt":0.2568832196939013,"score_spread":0.238123214477693,"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."}}