{"id":"W3211377203","doi":"10.1016/j.orl.2021.10.005","title":"The pairwise flowtime network construction problem","year":2021,"lang":"en","type":"article","venue":"Operations Research Letters","topic":"VLSI and FPGA Design Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"The Scarborough Hospital; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pairwise comparison; Connection (principal bundle); Mathematics; Combinatorics; Time complexity; Discrete mathematics; Computer science; Mathematical optimization; Algorithm","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001628481,0.0009011501,0.0008760969,0.0006685507,0.001289502,0.002011555,0.002102044,0.002095729,0.01609081],"category_scores_gemma":[0.008446761,0.0007156234,0.001191033,0.001498331,0.001226815,0.006523738,0.002233974,0.003023419,0.001121075],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001509953,"about_ca_system_score_gemma":0.002079299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001616838,"about_ca_topic_score_gemma":0.001959682,"domain_scores_codex":[0.9988158,0.000459061,0.00003924541,0.0003386739,0.0001804144,0.0001668659],"domain_scores_gemma":[0.9959283,0.002715084,0.000292912,0.0005013765,0.0002526331,0.000309658],"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":[0.0003629337,0.0003184675,0.001102146,0.0006155012,0.00009651947,0.0002349289,0.0002519584,0.2322936,0.003192939,0.5853025,0.02970001,0.1465285],"study_design_scores_gemma":[0.0001303642,0.0001562774,0.000542857,0.00006117184,0.00005509014,0.0002087805,0.0001606903,0.2623251,0.003100322,0.7189874,0.01424373,0.00002819109],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.06884121,0.0003816283,0.894128,0.003721614,0.0002076718,0.0003046665,0.001090986,0.0004534138,0.03087084],"genre_scores_gemma":[0.4710405,0.001318734,0.4935309,0.0008867549,0.0003507432,0.0007374333,0.003359272,0.0005252979,0.02825037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01609081,"threshold_uncertainty_score":0.05382913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0241447244583905,"score_gpt":0.2807077763147023,"score_spread":0.2565630518563118,"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."}}