{"id":"W2072361648","doi":"10.1007/s11663-000-0132-x","title":"Finding boundary conditions: A coupling strategy for the modeling of metal casting processes: Part I. Experimental study and correlation development","year":2000,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions B","topic":"Adhesion, Friction, and Surface Interactions","field":"Engineering","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Hatch (Canada)","funders":"","keywords":"Materials science; Heat transfer; Air gap (plumbing); Heat transfer coefficient; Mold; Coupling (piping); Casting; Surface finish; Boundary value problem; Aluminium; Surface roughness; Mechanics; Composite material","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":[0.0002006405,0.0001344053,0.0002066532,0.00004406906,0.0006312128,0.00011123,0.00003793279,0.00004823701,0.0006896949],"category_scores_gemma":[0.00000658612,0.0001107729,0.00003205441,0.00009207265,0.00004386114,0.0002853141,0.000002828589,0.0000683833,0.000002332687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002083096,"about_ca_system_score_gemma":0.00002774955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005449984,"about_ca_topic_score_gemma":0.00006232181,"domain_scores_codex":[0.9991777,0.00001724068,0.0004039301,0.0001625243,0.00009962687,0.000139002],"domain_scores_gemma":[0.9996847,0.0001316719,0.00003448459,0.00005987824,0.00004630239,0.00004298842],"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":[0.00004852915,0.0001941481,0.000005347185,0.0001059893,0.0001933307,0.000001234293,0.001741,0.9932995,0.003812952,0.00001727487,0.000002578847,0.0005781279],"study_design_scores_gemma":[0.0007377497,0.0001477668,0.0001709895,0.00007779263,0.0002454266,0.00006375538,0.005461701,0.9840544,0.007545193,0.0000399155,0.001222412,0.0002328596],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7328121,0.0005988268,0.2658887,0.000004874877,0.0001884816,0.0003814691,0.00002739712,0.00006008213,0.00003804315],"genre_scores_gemma":[0.9986793,0.0002524057,0.0005825799,0.000002237228,0.00003384914,0.0002430866,0.0000199016,0.00001776382,0.0001688593],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2658672,"threshold_uncertainty_score":0.7551676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04356395471446632,"score_gpt":0.2767456587438812,"score_spread":0.2331817040294148,"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."}}