{"id":"W7064017898","doi":"","title":"ADVANCED MICROSTRUCTURAL CHARACTERIZATION OF HIGH STRENGTH LOW ALLOY STEELS","year":2023,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Magnetic confinement fusion research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Natural Sciences and Engineering Research Council of Canada; McMaster University","keywords":"Microstructure; Precipitation; Nucleation; High-strength low-alloy steel; Bainite; Misorientation; Alloy; Softening; Microalloyed steel","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":[0.0001127897,0.0001790821,0.0001536263,0.0009033926,0.0001819687,0.000193469,0.0002318725,0.0002432635,0.0007831898],"category_scores_gemma":[0.0001593026,0.0001301254,0.0001736981,0.0002648197,0.0001997194,0.0001895093,0.0001230842,0.0001693232,0.0001420334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003098067,"about_ca_system_score_gemma":0.0001657822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004114561,"about_ca_topic_score_gemma":0.009000697,"domain_scores_codex":[0.9998803,0.000006068985,0.000007652317,0.00003252537,0.00005668011,0.00001674576],"domain_scores_gemma":[0.9998019,0.00002110315,0.00004682349,0.00001420936,0.00009696974,0.00001890267],"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":[0.00003074317,0.00000450077,0.003032704,0.00004209617,0.000004525622,0.00004238492,0.00004341671,0.0006156216,0.9934888,0.00006499923,0.00002203506,0.00260809],"study_design_scores_gemma":[0.000006822449,0.0003032186,0.2440792,0.000009758457,0.00002923535,0.0003629341,0.0002033916,0.01496039,0.7381828,0.0001051266,0.001736573,0.00002053542],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880321,0.0003041049,0.009944834,0.00001572615,0.000004840258,0.00002450687,0.0003991389,0.0001085469,0.001166109],"genre_scores_gemma":[0.9953995,0.00007258666,0.003603257,0.000007491927,0.00000342786,0.00001107328,0.0002607092,0.00001453003,0.0006273904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004114561,"threshold_uncertainty_score":0.008181214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006084782978017432,"score_gpt":0.2094307185199124,"score_spread":0.203345935541895,"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."}}