{"id":"W4281390139","doi":"10.1007/978-981-19-1004-3_29","title":"Characterization of the Clay and Fibres for Hygrothermal Modelling","year":2022,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Characterization (materials science); Absorption of water; Materials science; Shrinkage; Composite material; Humidity; Environmental science; Geography; Meteorology","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":[0.0003060516,0.0004251407,0.0003175736,0.000443475,0.0002335782,0.0007279121,0.0003872723,0.0005648284,0.002093722],"category_scores_gemma":[0.0007050309,0.0002272417,0.000375403,0.0003805943,0.0003040585,0.0004489111,0.0002868844,0.0003533315,0.0004653574],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002635095,"about_ca_system_score_gemma":0.0003353204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002230197,"about_ca_topic_score_gemma":0.003274984,"domain_scores_codex":[0.9997881,0.00002342557,0.000009503715,0.00003665433,0.0001195093,0.00002271669],"domain_scores_gemma":[0.9996786,0.00009986112,0.00003033938,0.00007086801,0.0001025853,0.00001767734],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001244804,0.00007769722,0.001480278,0.0002894642,0.00001417213,0.0002265449,0.000154597,0.1470833,0.807452,0.002573888,0.0004634739,0.04006017],"study_design_scores_gemma":[0.00001279056,0.0001841428,0.006249975,0.00004278425,0.00002837916,0.0003095802,0.000095408,0.5445078,0.4388752,0.001574478,0.008090229,0.00002931228],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6230525,0.0009122394,0.354241,0.0001176427,0.00004992473,0.0001341502,0.001040234,0.0006991238,0.01975317],"genre_scores_gemma":[0.9519762,0.0003591011,0.04129281,0.00001155661,0.000003714309,0.00005223547,0.0006553995,0.000148225,0.005500724],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002230197,"threshold_uncertainty_score":0.007004261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203273897773327,"score_gpt":0.1800443732533855,"score_spread":0.1680116342756522,"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."}}