{"id":"W7030201216","doi":"","title":"Mitigation of frost heave around manholes: a proven innovation","year":2001,"lang":"en","type":"article","venue":"NPARC","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Inflow; Frost (temperature); Sanitary sewer; Frost heaving; Geotextile; Asphalt; Cracking; Frost weathering; Infiltration (HVAC)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.001238478,0.0004701463,0.0004209432,0.0004878278,0.0004782499,0.001088951,0.001575832,0.001185152,0.001620766],"category_scores_gemma":[0.001739935,0.000228002,0.0004452729,0.000251637,0.001721353,0.002315162,0.001236587,0.0009989372,0.0004006403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009199222,"about_ca_system_score_gemma":0.001559773,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067018,"about_ca_topic_score_gemma":0.00135069,"domain_scores_codex":[0.9986849,0.0001411236,0.00003518297,0.000303163,0.0006796369,0.0001558509],"domain_scores_gemma":[0.9989573,0.0002251966,0.0002143444,0.0002067534,0.0002887013,0.0001077535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003262768,0.001477826,0.008359463,0.0008446314,0.00009600611,0.0004196729,0.0003739731,0.008902749,0.3104067,0.04841187,0.002139335,0.6182415],"study_design_scores_gemma":[0.0004213641,0.0140019,0.03091292,0.0004817287,0.0003942742,0.003026203,0.0009381925,0.04087748,0.6747161,0.01962315,0.2143229,0.0002837515],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4905631,0.01377232,0.4461534,0.006590893,0.0009426386,0.0004611194,0.0001580571,0.001574987,0.03978346],"genre_scores_gemma":[0.877409,0.004473814,0.1095355,0.0005401527,0.0002655462,0.00009751195,0.00008211972,0.00006357114,0.007532672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001620766,"threshold_uncertainty_score":0.006674528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130822076748301,"score_gpt":0.2776077418711575,"score_spread":0.2562995211036745,"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."}}