{"id":"W1954480451","doi":"10.1002/0471266965.com102.pub2","title":"Thermal Diffusivity by The Laser Flash Technique","year":2012,"lang":"en","type":"other","venue":"Characterization of Materials","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Advantage Forensics (Canada); Dalhousie University","funders":"","keywords":"Thermal diffusivity; Laser flash analysis; Heat transfer; Laser; Mechanics; Thermal; Materials science; Thermal conduction; Thermodynamics; Optics; 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001782356,0.0002569846,0.0003356585,0.00009776837,0.00002240013,0.0000273515,0.0002466722,0.0003584478,0.005669107],"category_scores_gemma":[0.000004966861,0.0001909862,0.00005641831,0.00008682605,0.00007176925,0.00005183746,0.00003377508,0.00009179163,0.00001856027],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001061899,"about_ca_system_score_gemma":0.000005563959,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001212005,"about_ca_topic_score_gemma":5.441726e-7,"domain_scores_codex":[0.9992366,0.00007475647,0.0002705817,0.0001180291,0.0001158448,0.0001841441],"domain_scores_gemma":[0.999373,0.00001814521,0.000202954,0.0003550745,0.00001619069,0.00003467945],"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":[0.000004890776,0.00002151201,0.000005776821,0.0002360555,0.00004268592,2.185457e-7,0.00003918307,3.400595e-7,0.9597171,0.0000277388,0.03918394,0.0007205575],"study_design_scores_gemma":[0.00004517655,0.000006632569,0.0002894523,0.0001103004,0.000027337,0.000001062126,8.931937e-7,9.527506e-7,0.7408481,0.00000689789,0.2585041,0.0001590897],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5879676,0.0009771421,0.04367746,0.0001035404,0.007861854,0.007604015,0.0696274,0.009490217,0.2726907],"genre_scores_gemma":[0.8590116,0.001046897,0.000377851,0.0001462868,0.001772825,0.001146172,0.004346606,0.001834839,0.130317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2710439,"threshold_uncertainty_score":0.9952399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005336620920365236,"score_gpt":0.187435508305676,"score_spread":0.1820988873853107,"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."}}