{"id":"W2104189256","doi":"10.4028/www.scientific.net/msf.331-337.167","title":"A Novel Approach to Assessing the Hot Tearing Susceptibility of Aluminium Alloys","year":2000,"lang":"en","type":"article","venue":"Materials science forum","topic":"Aluminum Alloy Microstructure Properties","field":"Engineering","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Tearing; Materials science; Aluminium; Metallurgy; Forensic engineering; Composite material; Engineering","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":[0.001020489,0.0001775777,0.0002338817,0.00007663455,0.0002500741,0.0003476044,0.0008035287,0.00005196896,0.0002163134],"category_scores_gemma":[0.00005793709,0.0001204317,0.000034416,0.0004176111,0.0005669452,0.0004758687,0.0001648357,0.00008098681,0.00003584316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008994865,"about_ca_system_score_gemma":0.00006416869,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001368621,"about_ca_topic_score_gemma":0.0000135029,"domain_scores_codex":[0.9983833,0.0000221102,0.0003454398,0.0003250314,0.0003537311,0.000570388],"domain_scores_gemma":[0.9992883,0.00001917031,0.00003876094,0.0005133891,0.00005934062,0.00008105174],"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":[0.000007793836,0.00001617944,0.0001732175,0.00003669554,0.000004420912,1.321071e-7,0.0008267335,0.005067531,0.9926367,0.00008333114,0.00008558721,0.001061642],"study_design_scores_gemma":[0.000100534,0.00002406811,0.0121035,0.00002617435,0.000006695904,0.0000186233,0.0005765342,0.00200782,0.9842542,0.00004221128,0.0006563411,0.0001832983],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931384,0.00002478934,0.001691457,0.00007160265,0.0004590807,0.0003139953,0.00001886887,0.0001301235,0.004151718],"genre_scores_gemma":[0.989017,0.000002106402,0.01068776,0.00007684916,0.00006135718,0.0000207211,0.000001732252,0.00002512757,0.0001073747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01193028,"threshold_uncertainty_score":0.4911062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01608264431656624,"score_gpt":0.238297043746708,"score_spread":0.2222143994301418,"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."}}