{"id":"W4313506077","doi":"10.1007/978-3-031-17425-4_61","title":"Microstructural Study of Containerless Solidification of Al-20wt%Ce Alloys","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Materials science; Metallurgy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008924673,0.0001135025,0.0001880259,0.0002555665,0.0002666751,0.0002412406,0.0003615104,0.0002409147,0.001853722],"category_scores_gemma":[0.0001419958,0.0001598468,0.0001700808,0.0003386364,0.0002383928,0.0002734652,0.0001607652,0.0002296871,0.0002687992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003861372,"about_ca_system_score_gemma":0.0001850902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00394571,"about_ca_topic_score_gemma":0.006367443,"domain_scores_codex":[0.9999058,0.000004778524,0.000003917844,0.00001822711,0.00005270897,0.0000145752],"domain_scores_gemma":[0.9999067,0.00001659783,0.00001714264,0.00001492054,0.00003890424,0.000005775114],"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":[0.0001630284,0.00001694019,0.0006940664,0.00005542157,0.000004642334,0.0001088561,0.00007651364,0.00100359,0.9944187,0.0003638625,0.0001646479,0.002929776],"study_design_scores_gemma":[0.000008501975,0.0001877818,0.03013944,0.00001013279,0.00001191118,0.0002198111,0.0002152268,0.006666068,0.9591433,0.0001587284,0.003225814,0.00001335496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924718,0.0006987876,0.001401116,0.00002510733,0.00001119658,0.000009726403,0.0003332139,0.00005636642,0.004992677],"genre_scores_gemma":[0.9955274,0.0001238023,0.0008651844,0.00000659395,0.000002402278,0.00000582836,0.0002132284,0.00001917713,0.003236463],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00394571,"threshold_uncertainty_score":0.007845461,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02130107551529164,"score_gpt":0.2213335305755023,"score_spread":0.2000324550602107,"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."}}