{"id":"W2883496502","doi":"10.1520/mpc20170162","title":"Analysis of Seeded Defects in Laser Additive Manufactured 300M Steel","year":2018,"lang":"en","type":"article","venue":"Materials Performance and Characterization","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Nova Scotia Hospital; Dalhousie University; Defence Research and Development Canada","funders":"","keywords":"Materials science; Nondestructive testing; Optical microscope; Fabrication; Microstructure; Repeatability; Ultrasonic testing; Ultrasonic sensor; Radiographic testing; Composite material; Displacement (psychology); Acoustics; Welding; Scanning electron microscope","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":[0.0002335679,0.0001447298,0.000126494,0.0004720402,0.0001119698,0.0001384646,0.0002548445,0.0002454064,0.0005357759],"category_scores_gemma":[0.0002993308,0.0001230789,0.0000898538,0.000187526,0.0001914395,0.0001018198,0.00008697565,0.0001005601,0.0001574504],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002333914,"about_ca_system_score_gemma":0.0001158044,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001108388,"about_ca_topic_score_gemma":0.002587402,"domain_scores_codex":[0.9998147,0.00001691347,0.00001172365,0.00002796837,0.0001155134,0.0000133383],"domain_scores_gemma":[0.9995586,0.0001056371,0.0001032563,0.00005415383,0.0001558547,0.00002234649],"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":[0.00002451357,0.000005945589,0.000837694,0.00001804455,0.000001524566,0.00004791996,0.00003013838,0.0001531475,0.9970735,0.000022676,0.000008420958,0.001776507],"study_design_scores_gemma":[0.000003163681,0.0002749173,0.01574243,0.000004134096,0.000006846187,0.0001727046,0.00007249551,0.002521477,0.980754,0.00001254626,0.0004287631,0.000006386718],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941694,0.0001495321,0.005083744,0.000005371788,0.000003921219,0.00001604356,0.00008553518,0.00008479544,0.0004017674],"genre_scores_gemma":[0.9904805,0.00006719562,0.008557774,0.000007087252,0.00000101524,0.00001368452,0.00009188968,0.00001193838,0.0007688765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001108388,"threshold_uncertainty_score":0.002203941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006011564203050075,"score_gpt":0.1941979662191132,"score_spread":0.1881864020160632,"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."}}