{"id":"W4407017578","doi":"10.52202/078357-0183","title":"Impact of Nanoparticles During the Experimental Study of Selected Laser Melting Processes of Regolith Simulants for Celestial Applications","year":2024,"lang":"en","type":"article","venue":"","topic":"Laser-Ablation Synthesis of Nanoparticles","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Armand Frappier Museum","funders":"","keywords":"Regolith; Astrobiology; Materials science; Nanoparticle; Aerospace engineering; Remote sensing; Nanotechnology; Geology; Physics; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.000106348,0.0001093741,0.000190977,0.00006121792,0.00004270988,0.00001805468,0.0001338813,0.00002536415,0.00002897011],"category_scores_gemma":[0.00008036492,0.00007314609,0.00005310457,0.0004863108,0.00003715059,0.0001350531,0.00002515347,0.00003392186,0.00000156713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003348369,"about_ca_system_score_gemma":0.00004869113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004843128,"about_ca_topic_score_gemma":0.00003332265,"domain_scores_codex":[0.9991476,0.00002055688,0.0003902363,0.0001281244,0.0001610208,0.0001524451],"domain_scores_gemma":[0.9991588,0.0004160175,0.0000610089,0.0001805564,0.0001531589,0.00003045668],"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":[0.00003968998,0.0004327811,0.01103226,0.0003613578,0.0001724892,2.79753e-7,0.001521637,0.05810387,0.9280941,0.00001931501,0.00002120947,0.0002010366],"study_design_scores_gemma":[0.0003641313,0.0001760723,0.01331229,0.00004113974,0.00004150533,0.000001198373,0.001080312,0.01912018,0.9657698,0.0000107393,0.000007154485,0.00007544228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985053,0.0002187269,0.0003071607,0.000005294602,0.00001526084,0.0007360965,0.00003203902,0.000142293,0.00003785034],"genre_scores_gemma":[0.9994673,0.000003871523,0.0002822345,4.075432e-7,0.00002665389,0.0001754398,0.000001798348,0.00002739076,0.00001488059],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03898369,"threshold_uncertainty_score":0.2982811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01532218236987824,"score_gpt":0.2898447006015473,"score_spread":0.274522518231669,"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."}}