{"id":"W1983838704","doi":"10.1016/j.jmatprotec.2012.09.007","title":"Influence of the microstructure on the machinability of heat-treated Al–10.8% Si cast alloys: Role of copper-rich intermetallics","year":2012,"lang":"en","type":"article","venue":"Journal of Materials Processing Technology","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":22,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Alloy; Materials science; Microstructure; Eutectic system; Metallurgy; Machinability; Intermetallic; Precipitation; 6111 aluminium alloy; Phase (matter); Precipitation hardening; Copper","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005518321,0.0002393897,0.0006121582,0.0001794593,0.00006304355,0.00001955983,0.0008482686,0.0002704131,0.00003726796],"category_scores_gemma":[0.0003652449,0.0001287698,0.00008458857,0.0003337869,0.0006814966,0.0001830399,0.0001817739,0.0003735564,0.000001115403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008127861,"about_ca_system_score_gemma":0.00006809788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000153861,"about_ca_topic_score_gemma":0.000003253692,"domain_scores_codex":[0.9983181,0.00009506952,0.0009620113,0.0001094402,0.0002348562,0.0002804875],"domain_scores_gemma":[0.9983885,0.00004986441,0.00067758,0.0004253786,0.0004286111,0.00003009632],"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":[0.0001140404,0.00004150655,0.004782456,0.0003229814,0.00008443531,6.789175e-7,0.0007631074,0.0009945706,0.9919932,0.000067116,0.00006054013,0.0007754063],"study_design_scores_gemma":[0.0002008173,0.0001362122,0.008560919,0.0003662705,0.00006754119,0.0002277102,0.000309117,0.0000393133,0.9888725,0.0006768855,0.0004342337,0.0001084438],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975377,0.001671399,0.000007383946,0.0003211098,0.0001921359,0.0001730721,0.000029841,0.00004013286,0.00002717832],"genre_scores_gemma":[0.9992065,0.00003763324,0.0006352414,0.00003748187,0.00003609171,0.000003903393,6.995345e-7,0.00003530046,0.000007110023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003778463,"threshold_uncertainty_score":0.525108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005601317836323443,"score_gpt":0.2092751714525927,"score_spread":0.2036738536162693,"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."}}