{"id":"W3118618423","doi":"","title":"Laser polishing and structuring of tooling and functional surfaces","year":2020,"lang":"en","type":"article","venue":"The Open Access Journal of Science and Technology","topic":"Additive Manufacturing Materials and Processes","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Polishing; Abrasive; Automotive industry; Gloss (optics); Mechanical engineering; Automation; Manufacturing engineering; Computer science; Materials science; Aerospace; Process (computing); Engineering drawing; Engineering; Coating; Nanotechnology; Aerospace 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":[0.0003174443,0.0000516708,0.0001266005,0.000090269,0.0001387964,0.0003786133,0.0004832923,0.00002360886,0.00001643967],"category_scores_gemma":[0.0001058789,0.00003253323,0.000003949071,0.0002256349,0.0005627033,0.001250219,0.0005234273,0.0001041061,7.629085e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004494201,"about_ca_system_score_gemma":0.00002744789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000924251,"about_ca_topic_score_gemma":0.000002098497,"domain_scores_codex":[0.9996009,0.000004695512,0.0001345113,0.00007105856,0.0001013306,0.00008751245],"domain_scores_gemma":[0.9997202,0.00003733284,0.00008449564,0.00003679956,0.00008588824,0.00003535653],"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":[0.000166612,0.00001882793,0.02876918,0.0006986624,0.0001680801,0.00003692411,0.002730333,0.009884604,0.7102162,0.009591272,0.0005779057,0.2371414],"study_design_scores_gemma":[0.0003469571,0.00009108971,0.02723779,0.00009065719,0.00002100259,0.00019526,0.001161356,0.001687923,0.9558815,0.01237965,0.000784439,0.0001224293],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978732,0.0005870702,0.000170179,0.001060999,0.00006638595,0.00003638448,0.000002622294,0.000009386745,0.0001937042],"genre_scores_gemma":[0.9992074,0.0004107556,0.0003000905,0.00004538976,0.00003121597,4.059018e-7,5.395366e-8,0.000003283428,0.000001421414],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2456653,"threshold_uncertainty_score":0.3650977,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04105294398214451,"score_gpt":0.2882038688349207,"score_spread":0.2471509248527762,"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."}}