{"id":"W2065467959","doi":"10.1117/12.567510","title":"Using an electrical arc for fiber components implementation","year":2004,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Semiconductor Lasers and Optical Devices","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton","funders":"","keywords":"Computer science; Fiber; Electric arc; Materials science; Electrode; Composite material; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001485837,0.0003565598,0.0001500559,0.0002899706,0.000202715,0.0004347364,0.0005202229,0.0002752524,0.00363931],"category_scores_gemma":[0.000381685,0.0002031378,0.0001792977,0.0003003897,0.0002225965,0.0007614448,0.0002768536,0.0003188119,0.0008871023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002513574,"about_ca_system_score_gemma":0.0002287669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003028613,"about_ca_topic_score_gemma":0.000659083,"domain_scores_codex":[0.9997063,0.00002301709,0.00002558399,0.00006858526,0.0001497423,0.00002667929],"domain_scores_gemma":[0.9996941,0.00006491907,0.00007025478,0.00008399181,0.00007367654,0.00001305429],"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":[0.0001013529,0.00005060437,0.0008747809,0.0002858458,0.00001970289,0.0001635618,0.0001441667,0.001214986,0.8335728,0.00349634,0.0005888351,0.159487],"study_design_scores_gemma":[0.00001122889,0.0002145248,0.001848875,0.00001537916,0.00002669844,0.0005984749,0.00003405063,0.004247084,0.9573015,0.0003844892,0.03529939,0.00001830912],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3589057,0.002311104,0.5965779,0.00056444,0.0003066601,0.000269014,0.0001925981,0.005706242,0.03516636],"genre_scores_gemma":[0.777994,0.000871313,0.2085417,0.0001050488,0.00004694345,0.00007397831,0.0001351116,0.0003532599,0.01187866],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00363931,"threshold_uncertainty_score":0.01217473,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02608118610304676,"score_gpt":0.2691633982412888,"score_spread":0.243082212138242,"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."}}