{"id":"W7117770886","doi":"10.3390/pr14010128","title":"Axial Solidification Experiments to Mimic Net-Shaped Castings of Aluminum Alloys—Interfacial Heat-Transfer Coefficient and Thermal Diffusivity","year":2025,"lang":"en","type":"article","venue":"Processes","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Thermal diffusivity; Eutectic system; Casting; Aluminium; Thermal; Transient (computer programming); Cooling curve; Liquid metal; Diffusion","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000309853,0.0005202132,0.0003095291,0.0002900911,0.0002357921,0.0003069481,0.0004132923,0.0002551275,0.0008918755],"category_scores_gemma":[0.0003380524,0.0001963293,0.0002382433,0.0002815395,0.0003229558,0.000254006,0.0002411222,0.0006362085,0.0002064201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004227778,"about_ca_system_score_gemma":0.0003150252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001860706,"about_ca_topic_score_gemma":0.0032829,"domain_scores_codex":[0.999826,0.00001282537,0.00001419913,0.0000432214,0.0000728282,0.00003097865],"domain_scores_gemma":[0.9997104,0.0000579236,0.00006317071,0.00004596358,0.0001029255,0.00001958277],"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":[0.0000612203,0.00003659199,0.0006272777,0.00004271299,0.000002541412,0.00002655149,0.00005983151,0.001716366,0.9956977,0.0002394916,0.00002751833,0.001462124],"study_design_scores_gemma":[0.000005686429,0.0001043235,0.00113374,0.00000214255,0.000003354347,0.00001322465,0.00002299435,0.008198715,0.9901788,0.00002654916,0.0003056872,0.00000485437],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9829776,0.0001552493,0.01507044,0.0000183997,0.00001762186,0.00006142652,0.0003584638,0.0002040944,0.001136714],"genre_scores_gemma":[0.9845552,0.0001537086,0.01419792,0.000009654765,0.000003018939,0.00005383871,0.0001498627,0.00003337898,0.0008433553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001860706,"threshold_uncertainty_score":0.00369972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177188569655345,"score_gpt":0.2340715015915865,"score_spread":0.222299615895033,"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."}}