{"id":"W3036133450","doi":"10.1007/s11661-020-05865-3","title":"Thermal–Mechanical Working of Spark Plasma Sintered Preforms Fabricated from Aluminum 2219 Powder","year":2020,"lang":"en","type":"article","venue":"Metallurgical and Materials Transactions A","topic":"Aluminum Alloys Composites Properties","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada; Dalhousie University","funders":"","keywords":"Spark plasma sintering; Materials science; Forging; Ultimate tensile strength; Ductility (Earth science); Metallurgy; Aluminium; Sintering; Composite material","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":[0.00006518314,0.0002078641,0.0004482318,0.00003169694,0.00005491081,0.0000788613,0.0001524682,0.0001263707,0.001466817],"category_scores_gemma":[0.00000681738,0.0001676729,0.00009290531,0.0001192223,0.00006166502,0.0001394411,0.00002133799,0.0001279711,0.00003231705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001583466,"about_ca_system_score_gemma":0.000008195398,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009685096,"about_ca_topic_score_gemma":0.00001200966,"domain_scores_codex":[0.9989007,0.00004521631,0.0004405671,0.000248146,0.0001422169,0.0002231273],"domain_scores_gemma":[0.9995837,0.00004012013,0.00004540719,0.0001365312,0.00002156423,0.0001727216],"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":[0.000164843,0.0000465304,0.000001583711,0.00006711937,0.0002575551,0.00001102639,0.0003845813,0.003403704,0.993461,0.00003577243,0.00001111008,0.002155242],"study_design_scores_gemma":[0.001001017,0.0001457527,0.0003296728,0.0000908358,0.0002154018,0.00002018238,0.0001141625,0.05799934,0.9353006,0.00007759302,0.004294537,0.0004109015],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950679,0.0001831313,0.04790576,0.0001948042,0.000249216,0.0001932332,0.00005162859,0.0002813837,0.0002618173],"genre_scores_gemma":[0.9979694,0.00008003508,0.001673824,0.00005223516,0.00007345881,0.00003065665,0.00002027823,0.00004126874,0.00005887227],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05816033,"threshold_uncertainty_score":0.999446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02251395143618809,"score_gpt":0.1826605393097667,"score_spread":0.1601465878735786,"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."}}