{"id":"W2993653833","doi":"10.1145/3374857.3374866","title":"PODC 2019 Review","year":2019,"lang":"en","type":"article","venue":"ACM SIGACT News","topic":"Complexity and Algorithms in Graphs","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Banquet; Operations research; Library science; Art history; Mathematics; History","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002312259,0.0001361881,0.0002355219,0.00005842354,0.00005771315,0.0000851486,0.002223957,0.00004071176,0.0003992722],"category_scores_gemma":[0.0001136426,0.0001176764,0.0001344478,0.0004412786,0.0000217788,0.0004481207,0.000695779,0.0001654726,0.003334575],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001706934,"about_ca_system_score_gemma":0.00005018832,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006925173,"about_ca_topic_score_gemma":0.00000615213,"domain_scores_codex":[0.9988257,0.00005754957,0.0002129153,0.0003702908,0.0002589428,0.0002745512],"domain_scores_gemma":[0.9976838,0.0001710018,0.00008084876,0.001931175,0.00004279325,0.00009043919],"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":[0.000003518443,0.0001140393,0.002584472,0.0003701892,0.00003950017,0.00002442053,0.0001978242,0.000006102569,0.0007986772,0.08391059,0.3515088,0.5604419],"study_design_scores_gemma":[0.0003522239,0.0001408565,0.003786248,0.0006306954,0.00001123302,0.00004012736,0.000007755139,0.001111689,0.0005065179,0.03281615,0.9601611,0.0004353624],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.07704651,0.1970342,0.1917486,0.1987347,0.02423791,0.006921761,0.00005873901,0.004284394,0.2999332],"genre_scores_gemma":[0.1866557,0.06153664,0.5474719,0.1530816,0.001780448,0.0001256701,0.00008123003,0.0001531284,0.04911369],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.6086524,"threshold_uncertainty_score":0.9974415,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974455852597813,"score_gpt":0.2676747125311587,"score_spread":0.2479301540051805,"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."}}