{"id":"W2075456942","doi":"10.2320/matertrans.47.1303","title":"Morphology of β-Al5FeSi Phase in Al-Si Cast Alloys","year":2006,"lang":"en","type":"article","venue":"MATERIALS TRANSACTIONS","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Nucleation; Materials science; Oxide; Brittleness; Toughness; Phase (matter); Morphology (biology); Transverse plane; Composite material; Metallurgy; Chemistry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007570655,0.0001417537,0.0002505578,0.0001225192,0.00002740953,0.00001660197,0.00009343465,0.00009055811,0.001199902],"category_scores_gemma":[0.000001827151,0.0001420764,0.00003672621,0.0001083554,0.00007315115,0.0001024775,0.000002951957,0.00007502377,0.00002885287],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004410221,"about_ca_system_score_gemma":0.00001197088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006695205,"about_ca_topic_score_gemma":0.0003408891,"domain_scores_codex":[0.9991829,0.0000285058,0.0003795589,0.0001278084,0.00006607587,0.0002151823],"domain_scores_gemma":[0.9997556,0.00001324137,0.0000272753,0.0001615049,0.00002028835,0.00002210824],"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":[0.00002622948,0.00005288658,0.00001964486,0.00005366156,0.00001581647,0.00001295156,0.0001560443,0.009854472,0.9892596,0.00002733478,0.0002305368,0.0002908444],"study_design_scores_gemma":[0.0007930341,0.0000318932,0.001078692,0.00001641848,0.00001976295,0.00005985765,0.00003605019,0.0002227307,0.9950364,0.00008310728,0.002470618,0.0001514783],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987098,0.0001390636,0.01116562,0.00006170379,0.0006576109,0.0001517423,0.0001709175,0.0001367484,0.0004185803],"genre_scores_gemma":[0.9987427,0.00002507873,0.000942129,0.00002145224,0.00004054766,0.00003042252,0.00002534289,0.00003808224,0.0001342202],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01164471,"threshold_uncertainty_score":0.9997131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00771591697501032,"score_gpt":0.2139864211413091,"score_spread":0.2062705041662988,"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."}}