{"id":"W4396629592","doi":"10.2139/ssrn.4816598","title":"An Affordable Smartphone Interrogatable Polarimetric Fiber Optic Current Sensor","year":2024,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Magneto-Optical Properties and Applications","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Outaouais","funders":"","keywords":"Polarimetry; Current (fluid); Optical fiber; Telecommunications; Computer science; Remote sensing; Business; Electrical engineering; Engineering; Physics; Geology; Optics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001602642,0.000560289,0.0004923874,0.0003550744,0.0002504791,0.0004754027,0.0008431925,0.0008264399,0.008134806],"category_scores_gemma":[0.0003375951,0.0002281381,0.0001613385,0.0002654957,0.000132625,0.0006588136,0.0005868812,0.0003797562,0.003367198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002189284,"about_ca_system_score_gemma":0.0002798527,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001225074,"about_ca_topic_score_gemma":0.003113618,"domain_scores_codex":[0.9996464,0.00002768119,0.00001276072,0.00008271298,0.0001959192,0.00003455008],"domain_scores_gemma":[0.9997397,0.00003073618,0.00003161733,0.00002999279,0.0001395194,0.00002842559],"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":[0.0006145114,0.000176127,0.004190706,0.0003950864,0.00003417722,0.0008727461,0.0001434259,0.0004056818,0.8056241,0.001422527,0.02181716,0.1643037],"study_design_scores_gemma":[0.0002212454,0.002725489,0.01940705,0.0001154697,0.0001770578,0.005458453,0.0003937816,0.06165135,0.7632948,0.0007920747,0.1456185,0.0001447722],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4588237,0.005069148,0.4332385,0.003028178,0.002825313,0.001130537,0.003653605,0.01484888,0.07738214],"genre_scores_gemma":[0.7980857,0.0007820039,0.1312251,0.001100042,0.0003561115,0.0002601675,0.001198566,0.0001670666,0.06682519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008134806,"threshold_uncertainty_score":0.02721363,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0108248256109444,"score_gpt":0.2446386433446356,"score_spread":0.2338138177336912,"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."}}