{"id":"W4247975781","doi":"10.1007/978-1-4757-4221-3_8","title":"Multidisciplinary Applications","year":2004,"lang":"en","type":"book-chapter","venue":"","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Porosity; Void (composites); Mass transport; Mechanics; Materials science; Physics; Composite material; Engineering physics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004057107,0.0009526051,0.0005470091,0.00123002,0.001018309,0.002312347,0.001138175,0.001069025,0.09414331],"category_scores_gemma":[0.0006034214,0.0003132161,0.0005051045,0.0012454,0.0005093776,0.001875045,0.003470089,0.001097897,0.03252979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007086672,"about_ca_system_score_gemma":0.0006739573,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000371717,"about_ca_topic_score_gemma":0.001089255,"domain_scores_codex":[0.9995654,0.0000497616,0.00001614108,0.00007949637,0.0002368927,0.00005238299],"domain_scores_gemma":[0.9997901,0.00003452744,0.000009450031,0.00004748171,0.00007669684,0.0000417262],"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":[0.00003480179,0.00009432479,0.0002113889,0.000674116,0.00001238549,0.0002159629,0.0003907909,0.001718359,0.0144774,0.2332995,0.192026,0.556845],"study_design_scores_gemma":[0.000002399554,0.00001735772,0.0002398008,0.0001038939,0.000003900087,0.000254558,0.0000849344,0.0007896913,0.001944526,0.02784034,0.9687122,0.000006460239],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002392782,0.008701715,0.02795246,0.001145947,0.001645954,0.00007813821,0.0001990441,0.0004742092,0.9574097],"genre_scores_gemma":[0.02740402,0.009443874,0.02351999,0.000741902,0.000802231,0.0001450275,0.0004173724,0.0002282064,0.9372973],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9058567,"threshold_uncertainty_score":0.3149407,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01664073824766438,"score_gpt":0.2151729461186865,"score_spread":0.1985322078710221,"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."}}