{"id":"W7033365818","doi":"","title":"Processing, microstructure and mechanical behavior of medium manganese steels","year":2018,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Diverse Perspectives in Modern Studies","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"China Scholarship Council; McGill University","keywords":"Twip; Microstructure; Austenite; Manganese; Alloy; Annealing (glass); Grain size; TRIP steel","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000128742,0.0001519527,0.0001019494,0.0002702436,0.000142731,0.000160803,0.0001885603,0.0001911249,0.000508415],"category_scores_gemma":[0.0001344487,0.0001150263,0.0001746887,0.0001605934,0.0001955141,0.00008856797,0.00008269635,0.0001529071,0.000116214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003572672,"about_ca_system_score_gemma":0.0001473146,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002444345,"about_ca_topic_score_gemma":0.005456394,"domain_scores_codex":[0.9998903,0.000006095717,0.000006320699,0.00002579643,0.00005461782,0.00001684848],"domain_scores_gemma":[0.9998869,0.00001200422,0.00003524086,0.000008521314,0.00004368898,0.00001353934],"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":[0.00006103636,0.000008479746,0.001801618,0.00002643092,0.000003501019,0.00003314902,0.0000203681,0.0002898679,0.9969507,0.00003688847,0.00001499994,0.000752873],"study_design_scores_gemma":[0.000008464546,0.0005615124,0.07492134,0.000005160583,0.00001746762,0.0001208015,0.00006686541,0.001730303,0.9215441,0.00003001248,0.0009849733,0.00000894732],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990188,0.0001157482,0.0003835759,0.000004755903,0.000001598676,0.00000551688,0.0000844694,0.000008569456,0.0003770627],"genre_scores_gemma":[0.9978098,0.0000898436,0.001030417,0.000005030724,0.000001309123,0.000006102219,0.0001667101,0.000006088733,0.0008847446],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002444345,"threshold_uncertainty_score":0.004860222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02321413713942932,"score_gpt":0.2484783910300548,"score_spread":0.2252642538906255,"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."}}