{"id":"W4404110249","doi":"10.1007/s00170-024-14755-6","title":"Investigation of micro-spot laser directed energy deposition of 18Ni-300 maraging steel towards repair applications","year":2024,"lang":"en","type":"article","venue":"The International Journal of Advanced Manufacturing Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Maraging steel; Materials science; Deposition (geology); Laser; Optoelectronics; Nanotechnology; Metallurgy; Optics","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001552164,0.0001404633,0.0002199325,0.000459229,0.00003166297,0.00002439637,0.0004551395,0.00008613022,0.0000330969],"category_scores_gemma":[0.0000293124,0.0001103491,0.0000974341,0.0001402319,0.0001200319,0.000202569,0.00008163079,0.0001971765,0.000001622496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009701993,"about_ca_system_score_gemma":0.00004033686,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001097309,"about_ca_topic_score_gemma":0.000005630798,"domain_scores_codex":[0.9989817,0.00001836755,0.000527767,0.0001184775,0.0002327002,0.0001210111],"domain_scores_gemma":[0.999269,0.00009882894,0.0002490102,0.0001552919,0.0002034274,0.00002445699],"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":[0.00008962188,0.00001664162,0.00002824997,0.0002798377,0.0004342662,0.00002480691,0.0001608143,0.02343618,0.9092709,0.001674403,0.0002521662,0.06433208],"study_design_scores_gemma":[0.0001574269,0.0000481213,0.0004886263,0.0003130866,0.000038628,0.0001287889,0.00007623769,0.0005270615,0.9791489,0.01498736,0.003991895,0.00009386604],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745886,0.001344405,0.02209417,0.0006483268,0.0006337727,0.00008540473,0.00004268377,0.000358581,0.0002040241],"genre_scores_gemma":[0.9905814,0.000638917,0.008514549,0.00002288522,0.0001481246,0.00001952078,0.00001360612,0.00002680645,0.00003418906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06987797,"threshold_uncertainty_score":0.4499904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006854739615318916,"score_gpt":0.2204836547860283,"score_spread":0.2136289151707094,"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."}}