{"id":"W3081779567","doi":"10.3390/a13090220","title":"Fuzzy Preference Programming Framework for Functional assessment of Subway Networks","year":2020,"lang":"en","type":"article","venue":"Algorithms","topic":"Infrastructure Maintenance and Monitoring","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Concordia University","keywords":"Criticality; Computer science; Fuzzy logic; Plan (archaeology); Asset management; Operations research; Process (computing); Operations management; Business; Finance; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005343481,0.001251923,0.001167128,0.001812617,0.0007245675,0.00260183,0.001647495,0.0009930332,0.003286847],"category_scores_gemma":[0.005374089,0.0007255345,0.001905062,0.002463306,0.0009737715,0.002205203,0.001037597,0.001861081,0.0003661942],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002833702,"about_ca_system_score_gemma":0.002374239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01084675,"about_ca_topic_score_gemma":0.0115258,"domain_scores_codex":[0.9968532,0.002027262,0.0001289989,0.0003040057,0.0004632318,0.0002233263],"domain_scores_gemma":[0.9977418,0.001548681,0.0001815128,0.00005982412,0.0003573145,0.0001109398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006484326,0.0001267168,0.001057033,0.0002187083,0.0001414722,0.0002217321,0.0003260218,0.764927,0.0008854975,0.1917101,0.001136587,0.03918432],"study_design_scores_gemma":[0.00001066369,0.00005217149,0.0001686783,0.00002456454,0.00001725176,0.00002462661,0.00009449307,0.9371241,0.0001626561,0.06123593,0.001070049,0.00001484309],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01006385,0.0002426685,0.9852604,0.0001740915,0.0000222615,0.0001192475,0.0001014819,0.00003999865,0.003975936],"genre_scores_gemma":[0.4530982,0.0007974385,0.5405105,0.0001144483,0.00006862457,0.0008243337,0.0002433957,0.0000340359,0.004308951],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01084675,"threshold_uncertainty_score":0.0282594,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03406496791034198,"score_gpt":0.2610644327733198,"score_spread":0.2269994648629778,"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."}}