{"id":"W2345548055","doi":"10.1557/jmr.2016.163","title":"Alloy development and reheating process exploration of Al–Si casting alloys with globular grains for thixoforming","year":2016,"lang":"en","type":"article","venue":"Journal of materials research/Pratt's guide to venture capital sources","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"National Science Foundation","keywords":"Materials science; Globular cluster; Alloy; Metallurgy; Casting; Process (computing); Computer science","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":[0.002298868,0.000269744,0.0004970828,0.0002976638,0.0002137583,0.0001968539,0.0003338261,0.0001136294,0.00002512824],"category_scores_gemma":[0.0007269287,0.0001646645,0.00004974514,0.00017155,0.0001460737,0.0009286211,0.0001118629,0.000179002,0.000002935843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001911785,"about_ca_system_score_gemma":0.0001650679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001397402,"about_ca_topic_score_gemma":0.0000342904,"domain_scores_codex":[0.9973899,0.0001086619,0.0009668898,0.0002314712,0.00076525,0.0005378581],"domain_scores_gemma":[0.9981753,0.0001998876,0.0003319721,0.000157622,0.000937946,0.0001972727],"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":[0.000372911,0.00001861339,0.0002057907,0.000635089,0.0001654843,0.0000236917,0.01266968,0.002257515,0.979409,0.00003992936,0.0006692437,0.003533006],"study_design_scores_gemma":[0.0008975094,0.0007263782,0.0002691999,0.001602619,0.00002786487,0.0001825335,0.006058994,0.00004858814,0.9767392,0.0001835296,0.01296708,0.0002965496],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937714,0.0009482488,0.003773121,0.0006611885,0.0002052427,0.0005492093,0.00002344488,0.00003634654,0.00003182751],"genre_scores_gemma":[0.9849703,0.00007472716,0.01442049,0.00003162057,0.000303434,0.00004778156,0.000003899672,0.00007631759,0.0000714355],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01229784,"threshold_uncertainty_score":0.6714823,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03336121177731207,"score_gpt":0.298766686974488,"score_spread":0.2654054751971759,"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."}}