{"id":"W4236298977","doi":"10.1002/9781118914670.ch4","title":"Model Formulation","year":2017,"lang":"en","type":"other","venue":"","topic":"Thermoelastic and Magnetoelastic Phenomena","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Boundary value problem; Robin boundary condition; Neumann boundary condition; Mixed boundary condition; Cauchy boundary condition; Mathematics; Dirichlet boundary condition; Mathematical analysis; Boundary conditions in CFD; Cartesian coordinate system; Initial value problem; Variable (mathematics); Applied mathematics; Geometry","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":[0.0000102368,0.0001232459,0.0001143449,0.00005524377,0.00001429763,0.0000134602,0.0001108394,0.0001190419,0.00189964],"category_scores_gemma":[0.000003505225,0.0001096983,0.00002390739,0.000006645975,0.000008175645,0.00002271951,0.00001420571,0.00005912745,0.0003420178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001604792,"about_ca_system_score_gemma":0.000007922101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009773082,"about_ca_topic_score_gemma":0.00004716408,"domain_scores_codex":[0.9997115,7.661775e-7,0.00004678648,0.00007403913,0.00005482001,0.0001120649],"domain_scores_gemma":[0.9996976,0.000004197586,0.00002087999,0.0002391201,0.000002758934,0.00003540478],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[4.279349e-7,0.000001858518,2.910958e-7,0.00004303908,0.00002296943,4.584159e-7,0.000008275983,0.007346164,0.00004469104,0.005515639,0.9784821,0.008534066],"study_design_scores_gemma":[0.00008655856,0.000003209784,0.000003085273,0.00003730868,0.00001415285,3.878819e-7,5.209766e-7,0.4384944,0.000003180185,0.00112893,0.5600855,0.000142724],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[9.785045e-7,0.0001627752,0.273297,0.000001249734,0.0002294039,0.00005398913,0.00001349729,0.0006425866,0.7255985],"genre_scores_gemma":[0.01378822,0.00006009815,0.002653707,0.00000695733,0.0001918724,0.000007551087,0.00001508507,0.0003344722,0.982942],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4311482,"threshold_uncertainty_score":0.9990128,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01478417709095166,"score_gpt":0.2090723093053267,"score_spread":0.194288132214375,"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."}}