{"id":"W4383768071","doi":"10.53829/ntr201906fa12","title":"Optical Fiber and Optical Device Technology for Innovative Manufacturing","year":2019,"lang":"en","type":"article","venue":"NTT technical review","topic":"Optical Systems and Laser Technology","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Future Earth","funders":"","keywords":"Optical fiber; Fiber; Materials science; Manufacturing engineering; Computer science; Optoelectronics; Engineering; Telecommunications; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003054036,0.0002496724,0.000685934,0.0001145253,0.000032836,0.00001844801,0.0002780201,0.00045663,0.0001655123],"category_scores_gemma":[0.0003014695,0.0002040686,0.00007906174,0.0004509258,0.0001372203,0.00007669187,0.0001592065,0.0005215199,0.0003393083],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006481121,"about_ca_system_score_gemma":0.00001319375,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.651082e-7,"about_ca_topic_score_gemma":0.000001547408,"domain_scores_codex":[0.9985009,0.000009485999,0.0005182998,0.0003772271,0.0001367529,0.0004573194],"domain_scores_gemma":[0.999112,0.0002229044,0.00003856773,0.0004479776,0.00007765323,0.0001009688],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001485027,0.00008100928,0.0001709594,0.01146225,0.000111405,0.00001817856,0.00000317583,0.00001839461,0.01112501,0.2786012,0.005400818,0.6929927],"study_design_scores_gemma":[0.0006101161,0.0003374961,0.0005124538,0.003378337,0.00009181081,0.0001836802,0.000009266343,0.0004344769,0.01857083,0.00272655,0.9725147,0.0006302492],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4791817,0.2567169,0.03865048,0.02826043,0.001208469,0.0182068,0.00008340908,0.01325648,0.1644354],"genre_scores_gemma":[0.9556282,0.006942862,0.03559941,0.000676534,0.00007478542,0.0006298564,0.00001188086,0.00009540584,0.0003410407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9671139,"threshold_uncertainty_score":0.8321677,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01104111292104782,"score_gpt":0.2613461823837395,"score_spread":0.2503050694626917,"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."}}