{"id":"W2078299445","doi":"10.1140/epjst/e2008-00410-0","title":"Dimensionality considerations of thermal transport mechanisms in a Thermal-Wave Cavity","year":2008,"lang":"en","type":"article","venue":"The European Physical Journal Special Topics","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Thermal conduction; Brass; Heat transfer; Radiation; SIGNAL (programming language); Thermal; Thermal radiation; Mechanics; Curse of dimensionality; Acoustics; Boundary (topology); Materials science; Optics; Computational physics; Physics; Thermodynamics; Computer science; Mathematical analysis; Mathematics","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":[],"consensus_categories":[],"category_scores_codex":[0.0002871583,0.0001219925,0.0001897556,0.00003612653,0.0001296068,0.000008340478,0.0001259555,0.00002589632,0.00006239567],"category_scores_gemma":[0.00001052611,0.00008609955,0.0001473047,0.0001074469,0.0001232746,0.00006721774,0.00001736945,0.0004314856,0.000002243453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002051133,"about_ca_system_score_gemma":0.00001772695,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002079,"about_ca_topic_score_gemma":0.00000717594,"domain_scores_codex":[0.9991091,0.0002057238,0.0002658043,0.00007800155,0.0001825,0.0001588472],"domain_scores_gemma":[0.9996241,0.00007201693,0.00005332541,0.0001592334,0.00003556424,0.00005573623],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.000176417,0.001109167,0.0008686045,0.00006778486,0.000331392,0.002351201,0.02822949,0.02689364,0.755493,0.0396844,0.002070167,0.1427247],"study_design_scores_gemma":[0.001662871,0.0003299273,0.6404586,0.0001656262,0.0001448913,0.0007255898,0.0002554923,0.001431803,0.1426098,0.2072341,0.004047509,0.0009338219],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9341748,0.00002736644,0.0005953434,0.00007421015,0.0002241676,0.0001094275,0.00003358757,0.00006268248,0.06469838],"genre_scores_gemma":[0.9942096,0.0000225427,0.0003034624,0.00004386975,0.005373148,0.000001162942,0.000001267275,0.00002048893,0.00002446676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.63959,"threshold_uncertainty_score":0.3511038,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02360451469793124,"score_gpt":0.2160548865817751,"score_spread":0.1924503718838438,"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."}}