{"id":"W2053412048","doi":"10.1002/jcd.20142","title":"Hill‐climbing to Pasch valleys","year":2007,"lang":"en","type":"article","venue":"Journal of Combinatorial Designs","topic":"graph theory and CDMA systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Isomorphism (crystallography); Mathematics; Combinatorics; Climbing; Hill climbing; Distribution (mathematics); Sample (material); Enumeration; Uniform distribution (continuous); Discrete mathematics; Algorithm; Statistics; Mathematical analysis; Geography","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.002914175,0.0001483511,0.0003116166,0.0002684927,0.00006501658,0.00004911705,0.0002810167,0.0001130774,0.0000417638],"category_scores_gemma":[0.0001320521,0.0001365581,0.000172822,0.0003188052,0.00001427158,0.0001684763,0.00001620186,0.0003135463,0.00004704027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007513841,"about_ca_system_score_gemma":0.00002562285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002081152,"about_ca_topic_score_gemma":9.095499e-7,"domain_scores_codex":[0.9985116,0.00009973185,0.0006480382,0.00007697126,0.0003516722,0.0003119595],"domain_scores_gemma":[0.9990261,0.0002436335,0.0001229368,0.000154414,0.0001586724,0.0002942601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0008702131,0.0003810209,0.001818915,0.0002107309,0.0007022966,0.00077779,0.003650908,0.01129637,0.5047117,0.4220969,0.04143913,0.01204398],"study_design_scores_gemma":[0.01171363,0.004700872,0.005855163,0.001257111,0.0003805643,0.001259993,0.002846783,0.000921578,0.4482043,0.3185514,0.2018201,0.002488459],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8543651,0.0004959416,0.0988197,0.00007637113,0.02851768,0.0002377376,0.000001095222,0.0001344955,0.01735194],"genre_scores_gemma":[0.9981784,0.00001223324,0.000433053,0.00003584597,0.001258543,0.000001225498,2.26099e-7,0.00003282648,0.00004767489],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.160381,"threshold_uncertainty_score":0.5568676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01566326076504579,"score_gpt":0.2349617054988057,"score_spread":0.2192984447337599,"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."}}