{"id":"W4323826068","doi":"10.4171/owr/2022/8","title":"Mini-Workshop: Descriptive Combinatorics, LOCAL Algorithms and Random Processes","year":2023,"lang":"en","type":"article","venue":"Oberwolfach Reports","topic":"Advanced Database Systems and Queries","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Algebraic combinatorics; Algorithm; Mathematics; Combinatorics","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":[0.005532585,0.001627045,0.00139028,0.001319804,0.001863387,0.005145845,0.003504932,0.002734053,0.03992746],"category_scores_gemma":[0.006636075,0.0006727717,0.00249264,0.001183263,0.00129549,0.007222041,0.005257233,0.006698353,0.01278584],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00225111,"about_ca_system_score_gemma":0.002050188,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007579084,"about_ca_topic_score_gemma":0.001169819,"domain_scores_codex":[0.9976521,0.001010186,0.0001077969,0.0004495275,0.0004088298,0.0003715954],"domain_scores_gemma":[0.9927334,0.003139713,0.0001664279,0.0006826408,0.0012824,0.001995525],"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":[0.0005949941,0.0003104351,0.000657773,0.0008150101,0.0001498478,0.0005191799,0.0009417473,0.003563901,0.004733378,0.1470798,0.7403096,0.1003244],"study_design_scores_gemma":[0.0001200235,0.0003719798,0.00160373,0.0007689036,0.0001028247,0.0005412091,0.001124906,0.0110242,0.00380963,0.1042609,0.8761629,0.0001087486],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.04825459,0.07490195,0.2509019,0.2096419,0.2610953,0.0008625075,0.003445414,0.002034762,0.1488618],"genre_scores_gemma":[0.2310997,0.04391019,0.06690153,0.02241525,0.1582877,0.002035866,0.007103443,0.003331437,0.4649148],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.03992746,"threshold_uncertainty_score":0.1335706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02328383968418605,"score_gpt":0.2563696372297606,"score_spread":0.2330857975455745,"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."}}