{"id":"W7051342549","doi":"","title":"Optimal scheduling of rehabilitation and inspection/condition assessment in large buried pipes","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"USable; Scheduling (production processes); Conditional probability; Probability distribution; Schedule; Total cost; Asset (computer security); Maintenance actions","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001436057,0.0007055666,0.0008598689,0.0007020875,0.0006216176,0.0008117441,0.0006946996,0.0007503229,0.003013125],"category_scores_gemma":[0.002050388,0.0005678264,0.000332281,0.0003522011,0.0007360841,0.0008501209,0.0006212095,0.0006920185,0.0001922455],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001694948,"about_ca_system_score_gemma":0.002761269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01429385,"about_ca_topic_score_gemma":0.01346572,"domain_scores_codex":[0.9995047,0.0001704357,0.00002235008,0.00008265749,0.00008813028,0.0001317004],"domain_scores_gemma":[0.9987946,0.0006248379,0.0002295102,0.00003513864,0.000138414,0.0001773893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001773877,0.00009449218,0.0008897259,0.00004172502,0.00001055689,0.00006980066,0.00005315302,0.9638236,0.002715903,0.002905601,0.0005869044,0.02863111],"study_design_scores_gemma":[0.00002842949,0.00009278768,0.0007138957,0.000005463221,0.000008594,0.00002205084,0.00003971635,0.9952313,0.0009746459,0.002473997,0.0003964234,0.00001261896],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1776747,0.0002651559,0.8176275,0.0003654304,0.0000257741,0.0003385702,0.0001717552,0.0008617105,0.002669394],"genre_scores_gemma":[0.9017166,0.0001211697,0.09657659,0.00002685309,0.00001522102,0.0001252211,0.0001309103,0.0000474064,0.001240081],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01429385,"threshold_uncertainty_score":0.02842128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00805994755531299,"score_gpt":0.2961672741316421,"score_spread":0.2881073265763291,"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."}}