{"id":"W4244334895","doi":"10.32920/ryerson.14657787.v1","title":"Cyclic Deformation of Semi-solid Processed Magnesium Alloys","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Magnesium Alloys: Properties and Applications","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Magnesium; Deformation (meteorology); Metallurgy; Crystal twinning; Fatigue limit; Magnesium alloy; Composite material; Monotonic function; Stress (linguistics); Microstructure; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006266566,0.0001378845,0.0001127603,0.0001860249,0.0001016121,0.0001481197,0.0001937081,0.0002177077,0.001215469],"category_scores_gemma":[0.000122257,0.0001058588,0.0001367079,0.0001607057,0.0001896196,0.0001250543,0.0001233448,0.0001290736,0.0001500161],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001741096,"about_ca_system_score_gemma":0.00009484369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007628095,"about_ca_topic_score_gemma":0.001220963,"domain_scores_codex":[0.9999259,0.000005040792,0.000004638112,0.00001563127,0.00003560594,0.00001319312],"domain_scores_gemma":[0.9999406,0.000009162149,0.00002038671,0.00000902289,0.00001472998,0.000006053258],"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":[0.0001045843,0.000009761414,0.001073117,0.00004568693,0.000005333665,0.00007929184,0.00004581652,0.0006755057,0.9955448,0.00006727692,0.00003802697,0.002310764],"study_design_scores_gemma":[0.00001288903,0.0007380528,0.05073784,0.00001237388,0.00001244675,0.0002794728,0.0001244328,0.008837363,0.9369153,0.00009785927,0.002215773,0.00001635533],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990171,0.0002135341,0.0002078305,0.000009313012,0.000004425708,0.000002958209,0.00007105403,0.000007315494,0.0004664682],"genre_scores_gemma":[0.9986616,0.0001020762,0.0002975734,0.000006880251,0.000002084168,0.000004158729,0.0001065874,0.000003873804,0.0008149706],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001215469,"threshold_uncertainty_score":0.00406611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01838010517353238,"score_gpt":0.2558911874183307,"score_spread":0.2375110822447983,"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."}}