{"id":"W4385502321","doi":"10.2139/ssrn.4530265","title":"On the Size-Dependent Fatigue Behaviour of Laser Powder Bed Fusion Ti-6al-4v","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Smarter Alloys (Canada)","funders":"","keywords":"Materials science; Fusion; Laser; Composite material; Optics; Physics","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":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.00115506,0.0003868231,0.0004074673,0.0001190217,0.0001488249,0.0001070848,0.0005647999,0.0002598106,0.000493795],"category_scores_gemma":[0.0001392937,0.0002724651,0.0001968758,0.0000754547,0.00003922869,0.00005235564,0.0002353361,0.003142259,0.00006806816],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004708387,"about_ca_system_score_gemma":0.0005061329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008445666,"about_ca_topic_score_gemma":0.0002556782,"domain_scores_codex":[0.9973924,0.0001012066,0.0004839205,0.000266895,0.0004534297,0.001302221],"domain_scores_gemma":[0.9989499,0.0002841128,0.0002560364,0.0003484935,0.00009750167,0.00006396735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001257822,0.001210095,0.00275299,0.004542868,0.009503313,0.0003519512,0.005301238,0.7863496,0.04700811,0.07676253,0.03235024,0.03260923],"study_design_scores_gemma":[0.001294369,0.0005436101,0.005121225,0.001389248,0.000436988,0.0001789361,0.001415332,0.00040341,0.3345767,0.6523616,0.0007461667,0.001532464],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943762,0.0007413673,0.001755183,0.0004439773,0.001592822,0.0002950601,0.0001262749,0.0002029847,0.0004661113],"genre_scores_gemma":[0.9933805,0.004619708,0.0000190694,0.00003070198,0.0004466711,0.00003180129,0.00003080548,0.0001224828,0.001318241],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7859462,"threshold_uncertainty_score":0.9999728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01884155629492401,"score_gpt":0.2416059117640859,"score_spread":0.2227643554691619,"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."}}