{"id":"W2124506588","doi":"10.1002/aic.690490607","title":"Novel multifunctional optical‐fiber probe: I. Development and validation","year":2003,"lang":"en","type":"article","venue":"AIChE Journal","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":114,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Particle (ecology); Optical fiber; SIGNAL (programming language); Linearity; Materials science; Optics; Fiber; Physics; Computer science; Electronic engineering; Engineering; Composite material; Geology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002150904,0.0004978082,0.0004148542,0.0002864117,0.0003783965,0.0003832184,0.0009269756,0.001247474,0.0008012742],"category_scores_gemma":[0.00162842,0.000229635,0.000178482,0.0002209927,0.0005951991,0.0006997872,0.0004626446,0.0004465132,0.000535153],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005083195,"about_ca_system_score_gemma":0.0006846215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001053812,"about_ca_topic_score_gemma":0.0007613708,"domain_scores_codex":[0.9991321,0.0001504348,0.00004239699,0.0002395084,0.0003750357,0.00006051413],"domain_scores_gemma":[0.9992924,0.0001363736,0.0001132984,0.0001012826,0.0003004636,0.00005626092],"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":[0.00006808471,0.00007237378,0.0002865825,0.00008136706,0.000004456495,0.00003283547,0.00006205577,0.0005371624,0.9907411,0.0003883057,0.0001019052,0.007623737],"study_design_scores_gemma":[0.00003205719,0.001293467,0.0009131826,0.0000152528,0.0000156703,0.0001891971,0.00002632006,0.01021069,0.9821353,0.0001218383,0.005032674,0.00001429116],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.6295711,0.001527379,0.3634672,0.0003780611,0.0001774992,0.0009878026,0.0003221197,0.001215403,0.002353334],"genre_scores_gemma":[0.697569,0.0009112623,0.2974285,0.0001276541,0.00004547773,0.0007170441,0.0003235569,0.00005690438,0.002820528],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002150904,"threshold_uncertainty_score":0.01137525,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01879934802683764,"score_gpt":0.2268002607996571,"score_spread":0.2080009127728195,"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."}}