{"id":"W2571745140","doi":"10.20965/ijat.2010.p0510","title":"Effect of Nozzle Shape on Micro-Cutting Performance of Thin Metal Sheet by Pulsed Nd: YAG Laser","year":2010,"lang":"en","type":"article","venue":"International Journal of Automation Technology","topic":"Laser Material Processing Techniques","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Dross; Nozzle; Materials science; Cylinder; Laser cutting; Shock (circulatory); Composite material; Metallurgy; Laser; Mechanical engineering; Optics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004962824,0.000128264,0.0002702538,0.0005683863,0.00001844103,0.00001965136,0.0005411079,0.0001920925,0.000110654],"category_scores_gemma":[0.0002190923,0.0001100092,0.00006839403,0.0001484999,0.00008620832,0.0002854803,0.00004657159,0.0003401892,0.000006450984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004986703,"about_ca_system_score_gemma":0.00002214987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002890043,"about_ca_topic_score_gemma":5.402224e-7,"domain_scores_codex":[0.9988852,0.00002340262,0.0005969702,0.00008294386,0.0003035497,0.00010797],"domain_scores_gemma":[0.9990088,0.00008099045,0.0004680048,0.0001272275,0.0002937269,0.00002125201],"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":[0.00007834519,0.00003826574,0.000682727,0.00009056471,0.00009202104,0.000003704005,0.00003710446,0.0007885012,0.9803939,0.0001164683,0.0004727715,0.01720562],"study_design_scores_gemma":[0.0004534897,0.0004293866,0.0001750761,0.0001512062,0.00001834869,0.00007739995,0.000004934008,0.02679891,0.971237,0.0003059463,0.0002698119,0.00007846028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978341,0.00003203142,0.0004968167,0.0002614169,0.0007908353,0.00007437785,0.00001842441,0.0002494356,0.0002425716],"genre_scores_gemma":[0.9953914,0.00001509781,0.004471935,0.00001577769,0.00006139492,0.000003245836,0.000007592519,0.0000211996,0.00001231667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02601041,"threshold_uncertainty_score":0.4486047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002491544237949524,"score_gpt":0.2328416499480392,"score_spread":0.2303501057100896,"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."}}