{"id":"W2285625763","doi":"10.14285/10219/2301","title":"Auxiliary mine ventilation cost assessment model","year":2019,"lang":"en","type":"dataset","venue":"Lu Zone Ul (Laurentian University)","topic":"Safety and Risk Management","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Ventilation (architecture); Environmental science; Computer science; Reliability engineering; Engineering; Mechanical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002372764,0.0005304842,0.0005154124,0.001411854,0.0003458981,0.0002774624,0.001005093,0.0003711737,0.001715534],"category_scores_gemma":[0.00001087921,0.0005970373,0.0003203439,0.0009090604,0.00007998576,0.001234869,0.0009263359,0.0005468663,0.00161742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002287176,"about_ca_system_score_gemma":0.0001036101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006376847,"about_ca_topic_score_gemma":0.003557268,"domain_scores_codex":[0.9976811,0.0000272462,0.0003482914,0.0007990001,0.0006218475,0.0005225141],"domain_scores_gemma":[0.998203,0.00002503296,0.0006114293,0.0009541902,0.0001670021,0.00003936447],"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":[0.00009884285,0.0002664666,0.000115785,0.0005880657,0.0002440707,0.0001262766,0.000007795511,0.006319363,0.000003669003,0.003229649,0.9881227,0.0008773418],"study_design_scores_gemma":[0.001069411,0.00001304247,0.0003614818,0.0001778046,0.001224518,9.113689e-7,0.0002939802,0.01654744,9.07479e-7,0.00008884489,0.9795646,0.0006570258],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.0004327974,0.0002413085,0.0211027,0.001170983,0.00559175,0.002922459,0.9278381,0.0004164609,0.04028343],"genre_scores_gemma":[0.00118741,0.000289611,0.0002659972,0.0006235271,0.00085121,0.000003824155,0.977515,0.00004699055,0.01921644],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.04967688,"threshold_uncertainty_score":0.9996481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01890031495446456,"score_gpt":0.2252573864249155,"score_spread":0.206357071470451,"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."}}