{"id":"W4393971135","doi":"10.1002/9781119678892.ch13","title":"NEW TECHNOLOGIES IN DISTRIBUTED FIBER SENSORS AND THEIR APPLICATIONS","year":2024,"lang":"en","type":"other","venue":"","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Fiber; Computer science; Distributed computing; Materials science","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":[0.00001166751,0.0002210073,0.0002009622,0.0002258055,0.000004377862,0.00001686052,0.00009224285,0.0003020111,0.000454964],"category_scores_gemma":[0.000006345248,0.0001810602,0.00002316764,0.0002723334,0.00003482187,0.0000144621,0.00004383865,0.00025127,0.0006332222],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003994666,"about_ca_system_score_gemma":0.000005458467,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002183768,"about_ca_topic_score_gemma":0.00006891798,"domain_scores_codex":[0.999458,0.000002056008,0.000116058,0.0002220759,0.00003721018,0.0001646006],"domain_scores_gemma":[0.9996423,0.00002592088,0.00001294613,0.0002882396,0.000003029347,0.00002754637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[6.302327e-7,0.000004465262,0.000006855425,0.0002418534,0.00009166401,0.000009244965,0.00006240474,0.001309987,0.00007369346,0.002124529,0.9393185,0.05675616],"study_design_scores_gemma":[0.0000629588,0.000002156369,0.000002744582,0.00008939021,0.00000770516,0.000006888426,0.0002583954,0.0007104711,0.0002331628,0.002375379,0.9960278,0.0002229156],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001774406,0.01084942,0.06245592,0.0002197946,0.0001165054,0.0006294044,0.0002285785,0.00890615,0.9165765],"genre_scores_gemma":[0.0003864011,0.000712638,0.02333192,0.000004085166,0.00007238855,0.00008731177,0.00005175181,0.0006443992,0.9747091],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.05813262,"threshold_uncertainty_score":0.8139002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006717046755509348,"score_gpt":0.2154680568178612,"score_spread":0.2087510100623519,"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."}}