{"id":"W359727802","doi":"","title":"HOW TO SOLVE CRACKING PROBLEMS AROUND MANHOLES","year":2002,"lang":"en","type":"article","venue":"Better roads","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Retrofitting; Cracking; Sanitary sewer; Frost (temperature); Aggregate (composite); Geotechnical engineering; Engineering; Forensic engineering; Civil engineering; Section (typography); Waste management; Environmental science; Structural engineering; Materials science; Composite material; Computer science","routes":{"ca_aff":false,"ca_fund":false,"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":[0.0009980825,0.001028339,0.0008795949,0.001052914,0.001463397,0.001582895,0.002189008,0.002751213,0.01628473],"category_scores_gemma":[0.006600425,0.0007060751,0.0008651871,0.0006679677,0.001016648,0.003634558,0.001795991,0.001496261,0.005366423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002598649,"about_ca_system_score_gemma":0.0009705275,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001969871,"about_ca_topic_score_gemma":0.002991696,"domain_scores_codex":[0.99883,0.0001744476,0.00007158965,0.0002602332,0.0005019585,0.0001617431],"domain_scores_gemma":[0.9973879,0.0006161537,0.0002263346,0.0006564829,0.000910333,0.0002027643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001344105,0.0002356036,0.003065061,0.001146041,0.00008087282,0.0007536699,0.001006146,0.06955563,0.0234824,0.02264421,0.0460985,0.8317974],"study_design_scores_gemma":[0.0002701513,0.0004519897,0.003311782,0.0005022374,0.0002148285,0.004833854,0.004211294,0.3854265,0.0672722,0.1410866,0.392209,0.0002095729],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02746907,0.0008969822,0.9405168,0.002071487,0.0006707773,0.0003338042,0.000144357,0.004310028,0.02358663],"genre_scores_gemma":[0.1243785,0.0007935361,0.8549115,0.0003665937,0.0001351072,0.000173299,0.0003318864,0.0010259,0.01788368],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01628473,"threshold_uncertainty_score":0.05447787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06260274936789428,"score_gpt":0.2269797132062894,"score_spread":0.1643769638383951,"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."}}