{"id":"W4232070024","doi":"10.32920/ryerson.14657310.v1","title":"Microstructural characterization and mechanical properties of spot welded dissimilar advanced high strength steels","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Advanced Welding Techniques Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Characterization (materials science); Materials science; Welding; High strength steel; Spot welding; Metallurgy; Composite material; Nanotechnology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002410859,0.0001873941,0.0001349338,0.0009047148,0.0001936505,0.0002152979,0.0002828939,0.0004368142,0.001065093],"category_scores_gemma":[0.0003766858,0.0002173238,0.0002045243,0.0003406418,0.0002711533,0.0002113261,0.0001284266,0.0001867302,0.0002224539],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002052606,"about_ca_system_score_gemma":0.0001279378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002261117,"about_ca_topic_score_gemma":0.004119492,"domain_scores_codex":[0.9997423,0.00001273522,0.00001645041,0.00005352898,0.0001546468,0.00002027438],"domain_scores_gemma":[0.9996352,0.00004861779,0.00009346555,0.00003471933,0.0001537474,0.00003426154],"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":[0.00005057622,0.00001132833,0.002121043,0.0000403288,0.000005863596,0.00007543348,0.00007059662,0.0007170816,0.9946621,0.0000476991,0.00003562848,0.00216229],"study_design_scores_gemma":[0.00001374832,0.00104955,0.2752751,0.00001416032,0.00003924829,0.0008181853,0.0003959124,0.008513373,0.7114449,0.0001108497,0.002296099,0.00002883464],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956375,0.0002455605,0.002760655,0.00001096521,0.000005404528,0.00001780754,0.000247583,0.000036891,0.001037625],"genre_scores_gemma":[0.9970175,0.0000629115,0.001590672,0.000007709516,0.000001979388,0.00000834419,0.0002392815,0.0000108841,0.001060698],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002261117,"threshold_uncertainty_score":0.004495859,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009841010221874657,"score_gpt":0.2157008781167039,"score_spread":0.2058598678948293,"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."}}