{"id":"W4323065285","doi":"10.1080/19236026.2023.2168427","title":"Preface to the <i>CIM Journal</i> special issue on innovations in underground ventilation","year":2023,"lang":"en","type":"article","venue":"CIM Journal","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Ventilation (architecture); Engineering; Architectural 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002208346,0.001659263,0.001619303,0.004248777,0.002522721,0.007276226,0.001666546,0.004370924,0.1199999],"category_scores_gemma":[0.01063898,0.0004154849,0.001127954,0.002918894,0.001024892,0.004168429,0.002735654,0.006416668,0.05757803],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001962288,"about_ca_system_score_gemma":0.00230913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001758938,"about_ca_topic_score_gemma":0.003434799,"domain_scores_codex":[0.9988073,0.0001239392,0.0001129677,0.0001797903,0.0006527087,0.0001232953],"domain_scores_gemma":[0.9871722,0.003497568,0.0006434261,0.0005253656,0.005471052,0.002690337],"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":[0.00001151994,0.00001367164,0.00004218753,0.000107764,0.000001723384,0.00002271282,0.00001457583,0.00002173648,0.00007710826,0.0005586428,0.9923623,0.006766011],"study_design_scores_gemma":[0.000006144984,0.00003183973,0.0006615011,0.0002646983,0.000004018489,0.00006844867,0.00004589583,0.0000540681,0.00005960301,0.0009649685,0.9978296,0.000009156382],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.0002588534,0.01375864,0.0005054174,0.05172863,0.9035249,0.00009309495,0.0005970046,0.0001408417,0.0293927],"genre_scores_gemma":[0.001972789,0.01476134,0.0004465123,0.01807763,0.8475655,0.0001179179,0.0009508723,0.0002329146,0.1158746],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.1199999,"threshold_uncertainty_score":0.4014396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009538440520656775,"score_gpt":0.2402566773095832,"score_spread":0.2307182367889264,"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."}}