{"id":"W3006591567","doi":"10.1007/978-3-030-36296-6_72","title":"Investigation on the Laser Surface Treatment of Steel and Aluminum with a Single-Mode Pulsed Fiber Laser Source","year":2020,"lang":"en","type":"book-chapter","venue":"˜The œminerals, metals & materials series","topic":"Laser-induced spectroscopy and plasma","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Laserax (Canada)","funders":"","keywords":"Materials science; Laser; Galvanometer; Surface roughness; Optics; Pulsed laser; Ablation; Surface finish; Pulse duration; Pulsed power; Optoelectronics; Power (physics); Composite material","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002112876,0.0007972199,0.00101172,0.00006134999,0.0001559534,0.0002115008,0.0002256272,0.0002918516,0.0007198692],"category_scores_gemma":[0.00001260698,0.0004487774,0.0001184317,0.00006548316,0.0003054375,0.0002009997,0.00005179863,0.0001836977,0.000118746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008370767,"about_ca_system_score_gemma":0.00004916329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001112509,"about_ca_topic_score_gemma":0.000355723,"domain_scores_codex":[0.9981164,0.0001436802,0.0005963456,0.0004462974,0.000359287,0.0003379732],"domain_scores_gemma":[0.9986489,0.000246061,0.0003037285,0.0006197399,0.00006539023,0.000116214],"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":[0.0005165038,0.00003204958,0.000002899365,0.000314201,0.0008605789,0.00002631761,0.001082186,0.007002699,0.9859731,0.002195556,0.001899069,0.00009489232],"study_design_scores_gemma":[0.0004863786,0.0007427613,0.000008223011,0.0002104241,0.0004407805,0.00002799973,0.00006177784,0.0001059222,0.9150596,0.001061745,0.08128413,0.00051028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9776683,0.0002868306,0.000008421284,0.000880738,0.0003868028,0.001088034,0.0008609809,0.000228655,0.01859128],"genre_scores_gemma":[0.7732624,0.0003029392,0.0003344727,0.0002422305,0.0004313361,0.00009690773,0.0003617306,0.0002724655,0.2246955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2061042,"threshold_uncertainty_score":0.9997964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874819396534483,"score_gpt":0.2029144775033989,"score_spread":0.1741662835380541,"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."}}