{"id":"W7132984471","doi":"","title":"Analytical study coupling partial differential equations using Green&apos;s function method with numerical validation: photo thermal response of a multilayer structure","year":2023,"lang":"en","type":"dissertation","venue":"TSpace","topic":"Heat Transfer and Numerical Methods","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coupling (piping); Function (biology); Partial differential equation; Differential equation; Thermal","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004429069,0.0004456921,0.0007197707,0.000274856,0.0001258229,0.00004724442,0.0002021025,0.0003349626,0.0004294904],"category_scores_gemma":[0.0001900876,0.0003881609,0.0001425562,0.0008072871,0.00002685744,0.00008639271,0.00002015655,0.0006225897,0.000007062668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009937185,"about_ca_system_score_gemma":0.0001082011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004707048,"about_ca_topic_score_gemma":0.0000711576,"domain_scores_codex":[0.9976172,0.0004114477,0.0005404392,0.0004549561,0.0006039534,0.0003719963],"domain_scores_gemma":[0.9983768,0.0007605061,0.00007629523,0.0004583648,0.0001711808,0.0001568007],"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":[0.008949923,0.0003218349,0.0006098316,0.000465022,0.001385463,0.00003689331,0.01751976,0.5801878,0.386713,0.00002533899,0.0000202306,0.003764961],"study_design_scores_gemma":[0.001116057,0.0007872702,0.01157103,0.0001194453,0.001281096,0.000002870066,0.004550494,0.9317328,0.04827232,0.00001060732,0.00001569568,0.000540302],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5969176,0.00001866826,0.4019575,0.000007466566,0.0004556463,0.0004200123,0.00001944053,0.0001808994,0.00002285023],"genre_scores_gemma":[0.9919096,0.000001924898,0.007153216,0.000004094437,0.0002215746,0.0000522538,0.0001790414,0.0001598746,0.0003183985],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3949921,"threshold_uncertainty_score":0.999857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07666688092617764,"score_gpt":0.4154134696659965,"score_spread":0.3387465887398188,"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."}}