{"id":"W2809091561","doi":"10.3390/infrastructures3030018","title":"Critical Analysis of International Precast Concrete Pipe Standards","year":2018,"lang":"en","type":"article","venue":"Infrastructures","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Precast concrete; Engineering; Civil engineering; Construction engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.01844581,0.0005740413,0.000317182,0.009618459,0.002164957,0.005063187,0.0009544916,0.000901469,0.003143301],"category_scores_gemma":[0.05436908,0.0003217281,0.000440988,0.006009065,0.003168019,0.003083682,0.001916785,0.002034931,0.0003961048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01463812,"about_ca_system_score_gemma":0.01275017,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03177048,"about_ca_topic_score_gemma":0.03003389,"domain_scores_codex":[0.9684363,0.004207576,0.001532608,0.001365299,0.02284106,0.001617162],"domain_scores_gemma":[0.8984503,0.02939545,0.006514228,0.00375029,0.06093979,0.0009499041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004893733,0.0001540315,0.047894,0.001657333,0.00007425673,0.001843233,0.04388881,0.00757802,0.01794833,0.4868167,0.04293391,0.348722],"study_design_scores_gemma":[0.00002400698,0.0006080146,0.1532069,0.002630001,0.000190361,0.0009247931,0.07859164,0.007323192,0.04008442,0.0444208,0.6717769,0.0002189412],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4796034,0.006895626,0.0245081,0.01502444,0.0007181355,0.001037504,0.001492401,0.0002870888,0.4704332],"genre_scores_gemma":[0.9721335,0.002464322,0.01179751,0.001069066,0.0001314635,0.0002222944,0.001116908,0.0001575913,0.01090749],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03177048,"threshold_uncertainty_score":0.1062075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004702070979966559,"score_gpt":0.2516844179084672,"score_spread":0.2469823469285006,"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."}}