{"id":"W1981079992","doi":"10.1007/s10765-005-8598-z","title":"Non-destructive Thermal Diagnostics of Porous Materials","year":2005,"lang":"en","type":"article","venue":"International Journal of Thermophysics","topic":"Thermography and Photoacoustic Techniques","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Integrity Testing Laboratory (Canada)","funders":"","keywords":"Materials science; Thermal conductivity; Thermal diffusivity; Knudsen number; Porosity; Composite material; Thermal barrier coating; Knudsen diffusion; Mean free path; Thermal; Thermal contact conductance; Porous medium; Thermal shock; Thermal resistance; Thermodynamics; Coating; Optics","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":[0.0001206205,0.0001112105,0.0002208293,0.00009976447,0.000009944256,0.00001873085,0.0003942009,0.00005470849,0.00009429116],"category_scores_gemma":[0.00002351634,0.00009680908,0.0001162585,0.00005481533,0.00004588708,0.0001826356,0.00002287294,0.0001317902,0.000001968592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003534535,"about_ca_system_score_gemma":0.00002081285,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004544021,"about_ca_topic_score_gemma":5.035669e-7,"domain_scores_codex":[0.9991191,0.00001370017,0.0004380955,0.00004829909,0.0002873441,0.00009348105],"domain_scores_gemma":[0.999234,0.0001003745,0.0002666303,0.00009375999,0.0002697191,0.0000354704],"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":[0.00009316219,0.00007806495,0.0001262716,0.00001380243,0.0003871812,0.00001971832,0.000704488,0.005916351,0.9563848,0.0008574844,0.0002881294,0.03513049],"study_design_scores_gemma":[0.0003309548,0.00006300047,0.004415144,0.00007910893,0.00003419857,0.00003727164,0.00004908056,0.0002116935,0.9914246,0.002999243,0.0002403977,0.0001152856],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951456,0.0001075022,0.00244461,0.00002756312,0.0009100728,0.00004865764,0.0001722702,0.00003115948,0.001112573],"genre_scores_gemma":[0.9973106,0.0001833987,0.001496135,0.00002650056,0.0009455072,0.000001984549,0.000003437677,0.00002422911,0.000008196298],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03503976,"threshold_uncertainty_score":0.394776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004410876076214902,"score_gpt":0.2177725645327346,"score_spread":0.2133616884565197,"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."}}