{"id":"W2856702003","doi":"10.1117/12.2311952","title":"Automated testing of optical fibres: towards the design of the Maunakea Spectroscopic Explorer Fibre Transmission System","year":2018,"lang":"en","type":"preprint","venue":"Ground-based and Airborne Instrumentation for Astronomy VII","topic":"Astronomy and Astrophysical Research","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University; Herzberg Institute of Astrophysics; FiberTech Optica (Canada); University of Victoria","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Automation; Collimated light; Transmission (telecommunications); Optical fiber; Software; Computer science; Test bench; Materials science; Optics; Mechanical engineering; Engineering; Laser; Physics; Telecommunications; Embedded system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004201323,0.0004510115,0.0005870627,0.00009470079,0.0003872036,0.0001264284,0.0005983278,0.0001230676,0.00006865643],"category_scores_gemma":[0.00001719001,0.000294727,0.0003508409,0.0002356496,0.0006259988,0.000154828,0.0002782355,0.0004420317,0.000003190941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000116736,"about_ca_system_score_gemma":0.0008046937,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001820314,"about_ca_topic_score_gemma":3.500342e-7,"domain_scores_codex":[0.9974568,0.0002367025,0.0008132167,0.0005575731,0.0004363321,0.0004993109],"domain_scores_gemma":[0.9980111,0.0004084298,0.0006639765,0.0005243765,0.00025624,0.0001358364],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001584647,0.0008431061,0.01378319,0.001932287,0.001015662,6.493858e-7,0.001051406,0.03284748,0.01194139,0.01000371,0.0003648258,0.9246317],"study_design_scores_gemma":[0.006069424,0.002594361,0.04260569,0.003982289,0.0007389758,0.000001273912,0.00638564,0.3847419,0.5490679,0.002199091,0.0006032775,0.00101016],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3457918,0.0000182493,0.6515878,0.0002442339,0.0001613649,0.001671919,0.000231001,0.00005685691,0.0002366784],"genre_scores_gemma":[0.9316039,3.761962e-7,0.06741067,0.000008513173,0.0003355655,0.0004047802,0.0001694482,0.00004049819,0.00002626466],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9236215,"threshold_uncertainty_score":0.9999505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04150423192879173,"score_gpt":0.2895626237065819,"score_spread":0.2480583917777902,"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."}}