{"id":"W156682671","doi":"10.1522/030138582","title":"Influence of metallurgical parameters on the mechanical properties and quality indices of Al-Si-Cu-Mg and Al-Si-Mg casting alloys /","year":2010,"lang":"en","type":"book","venue":"","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Metallurgy; Materials science; Casting; Quality (philosophy); Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008122408,0.0006343197,0.001076713,0.0001434139,0.0001002805,0.00008270513,0.0005105428,0.0005694676,0.00004957544],"category_scores_gemma":[0.0004122394,0.0003796891,0.0001428236,0.00007766234,0.001086189,0.0001971355,0.0004084765,0.001230691,0.000004796211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005628104,"about_ca_system_score_gemma":0.0001008599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002821701,"about_ca_topic_score_gemma":0.0002677896,"domain_scores_codex":[0.9973842,0.0001322449,0.0009853804,0.0005397226,0.0005699948,0.0003884801],"domain_scores_gemma":[0.9981881,0.0005837909,0.0003523027,0.0006008251,0.0001475474,0.0001274774],"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":[0.0003150283,0.00005840316,0.000235773,0.003188611,0.001590195,0.0000181372,0.00294456,0.004473472,0.9727244,0.01097395,0.001103913,0.002373597],"study_design_scores_gemma":[0.004929885,0.002697575,0.0123958,0.007910225,0.002459736,0.0008014299,0.002287703,0.04548756,0.8409551,0.008250666,0.06291997,0.00890435],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9911461,0.001456068,0.00006324019,0.0001967869,0.0001322018,0.0006236025,0.00003603712,0.0001345279,0.006211417],"genre_scores_gemma":[0.9929054,0.0003533683,0.001578462,0.0003549674,0.00003661913,0.00003085636,0.000008242204,0.0001024145,0.004629714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1317693,"threshold_uncertainty_score":0.9998655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03686993533156242,"score_gpt":0.2294333475812826,"score_spread":0.1925634122497202,"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."}}