{"id":"W2799839921","doi":"10.24908/iqurcp.7899","title":"Investigations into Fibre Optics and Polymer Coatings for Sensing of Groundwater  Pollutants","year":2017,"lang":"en","type":"article","venue":"Inquiry Queen s Undergraduate Research Conference Proceedings","topic":"Advanced Fiber Optic Sensors","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Optical fiber; Analyser; Refractometer; Refractive index; Coating; Materials science; Polymer; Groundwater; Optics; Nanotechnology; Optoelectronics; Composite material; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001368311,0.0003714178,0.000226854,0.0003742766,0.0005205914,0.0006644492,0.0003761332,0.0006157373,0.001118764],"category_scores_gemma":[0.001264244,0.0003070778,0.0002691436,0.0003500094,0.0007688971,0.001018333,0.000342346,0.0004396132,0.000250187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006135771,"about_ca_system_score_gemma":0.0004146217,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001628211,"about_ca_topic_score_gemma":0.002598544,"domain_scores_codex":[0.9991663,0.0001352512,0.00003422202,0.00007969116,0.0004678526,0.0001168328],"domain_scores_gemma":[0.9991835,0.0004924228,0.00007269879,0.00003963507,0.0001793518,0.00003236796],"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":[0.0001044729,0.00007309386,0.0008360404,0.0002858266,0.000009189254,0.0002430122,0.0008304564,0.0004538075,0.9747286,0.001645905,0.0001274721,0.02066214],"study_design_scores_gemma":[0.00001150188,0.0009308242,0.002374149,0.00002430313,0.00001562387,0.0004177297,0.0004188433,0.0007925935,0.982331,0.0002665507,0.01240157,0.00001538731],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9510899,0.01052982,0.0179987,0.0005884722,0.0001125456,0.0003265121,0.00004960473,0.00005647964,0.01924795],"genre_scores_gemma":[0.9222962,0.01385453,0.04650112,0.0002358226,0.00007379846,0.00009784794,0.00009635906,0.00003871827,0.01680559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001628211,"threshold_uncertainty_score":0.007236421,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09310516568527794,"score_gpt":0.3544550437445131,"score_spread":0.2613498780592352,"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."}}