{"id":"W1998491249","doi":"10.1177/0731684407075569","title":"New Models for Thermal Conductivity of Particulate Composites","year":2007,"lang":"en","type":"article","venue":"Journal of Reinforced Plastics and Composites","topic":"Thermal properties of materials","field":"Materials Science","cited_by":139,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Thermal conductivity; Materials science; Particulates; Composite material; Volume fraction; Composite number; Phase (matter); Volume (thermodynamics); Thermal; Conductivity; Thermodynamics; Chemistry","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0007289849,0.0001454653,0.0004166891,0.0000704006,0.00008137286,0.00008170412,0.0002088329,0.00006860189,0.00007040882],"category_scores_gemma":[0.00007937536,0.0001052685,0.00009158444,0.00003436468,0.00009918257,0.000382798,0.00006905034,0.00007679781,0.000003134935],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001566132,"about_ca_system_score_gemma":0.00005557389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002471547,"about_ca_topic_score_gemma":0.000001301735,"domain_scores_codex":[0.9987031,0.00002869652,0.0006890321,0.00009829206,0.0002389534,0.0002419082],"domain_scores_gemma":[0.9982955,0.0005356806,0.0006205944,0.0001103889,0.0002781453,0.0001596643],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001185493,0.0000144344,0.0001234794,0.00006045945,0.00003567581,0.00000436152,0.0002042285,0.0609947,0.9346611,0.002294695,0.000090535,0.0003308176],"study_design_scores_gemma":[0.0009475074,0.0005906345,0.0003925937,0.0001019384,0.00007338191,0.00004387677,0.00005387826,0.007542824,0.989617,0.000398414,0.0001066268,0.0001313041],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8945646,0.0002593089,0.1045296,0.00004723192,0.0003461305,0.0001241352,0.00001605195,0.00001003565,0.0001029859],"genre_scores_gemma":[0.9692011,0.00001453691,0.03049436,0.00003540119,0.0001702988,5.346811e-7,0.000001419533,0.00001331953,0.00006903707],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07463654,"threshold_uncertainty_score":0.4292726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.022856480422753,"score_gpt":0.2397077719994749,"score_spread":0.2168512915767219,"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."}}