{"id":"W4285559801","doi":"10.18280/psees.040103","title":"Analysis of the Effects of ZrO2 Nanoparticles on the Penetration in GMAW Process","year":2020,"lang":"en","type":"article","venue":"Progress in Solar Energy and Engineering Systems","topic":"Welding Techniques and Residual Stresses","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Materials science; Penetration (warfare); Penetration depth; Welding; Coating; Composite material; Gas metal arc welding; Nozzle; Metallurgy; Heat-affected zone; Mechanical engineering; Optics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002272233,0.000306541,0.0002374038,0.0002035026,0.000113982,0.0002879685,0.0002266651,0.000346095,0.0009054116],"category_scores_gemma":[0.0003592053,0.0002400114,0.0004242787,0.0001892955,0.0001360898,0.0003168858,0.0001666067,0.0003018665,0.0002374982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000225598,"about_ca_system_score_gemma":0.0001120211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001022317,"about_ca_topic_score_gemma":0.001295807,"domain_scores_codex":[0.9997258,0.00001960438,0.00001264202,0.00005153061,0.0001438832,0.00004655753],"domain_scores_gemma":[0.9998086,0.00005232926,0.00004774632,0.00001311374,0.00006900918,0.000009167406],"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":[0.00006475514,0.00000843929,0.0003234038,0.00009976308,0.000008418486,0.00005524704,0.00004655703,0.0003596072,0.9964121,0.00004486407,0.00002661581,0.002550265],"study_design_scores_gemma":[0.000003922976,0.0002484538,0.003888387,0.000005216694,0.0000248415,0.00006980266,0.00004455393,0.001793881,0.9931269,0.00002221774,0.0007662996,0.000005576726],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886191,0.001551669,0.007509825,0.00004681409,0.00001763176,0.0000290976,0.0001556058,0.0001065609,0.001963621],"genre_scores_gemma":[0.9953556,0.0006260048,0.002279414,0.00001958814,0.000002907741,0.00001228563,0.00009910286,0.00003127679,0.001573711],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001022317,"threshold_uncertainty_score":0.003028929,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005940568991887663,"score_gpt":0.1970096040353768,"score_spread":0.1910690350434891,"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."}}