{"id":"W4381886181","doi":"10.2139/ssrn.4488162","title":"Empirical Transfer Functions for Foam Glass Aggregates Insulation Used in Flexible Pavement Layered Systems","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Structural Analysis of Composite Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"","keywords":"Composite material; Materials science; Building insulation; Thermal insulation; Layer (electronics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001173364,0.0003922866,0.0006725214,0.0005386753,0.0001208551,0.0002814535,0.0003456783,0.0003196349,0.00001620264],"category_scores_gemma":[0.00002773678,0.000363233,0.0003389028,0.0002758425,0.00001616447,0.0001263809,0.00005944975,0.001547972,0.00002390746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002370996,"about_ca_system_score_gemma":0.000525146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001671476,"about_ca_topic_score_gemma":0.0007216533,"domain_scores_codex":[0.9965171,0.0001092964,0.0009104574,0.0003399345,0.0003539497,0.001769254],"domain_scores_gemma":[0.9992973,0.0001134323,0.0001147753,0.0002713023,0.0001111677,0.00009199211],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007962534,0.00002805218,0.002345059,0.0003017406,0.001246733,0.000003384331,0.0001757495,0.9756112,0.01701983,0.00202958,0.0001000787,0.001058944],"study_design_scores_gemma":[0.007836906,0.0008839624,0.02598124,0.001890174,0.001533623,0.0003037683,0.002187317,0.5714892,0.01478518,0.3655044,0.004148216,0.003455994],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8635584,0.002974152,0.1296637,0.0003704741,0.002296287,0.0007172656,0.00006237506,0.0003395283,0.00001793061],"genre_scores_gemma":[0.9969633,0.001219045,0.00007629212,0.000007475945,0.0007367487,0.0001960116,0.0002035056,0.0001034479,0.0004941456],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4041221,"threshold_uncertainty_score":0.999882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03725630426059377,"score_gpt":0.2814381959005481,"score_spread":0.2441818916399544,"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."}}