{"id":"W2951654259","doi":"10.48550/arxiv.1403.3039","title":"Formal Analysis of Optical Systems","year":2014,"lang":"en","type":"preprint","venue":"arXiv (Cornell University)","topic":"Optical Network Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Computer science; Complement (music); Abstraction; Pencil (optics); Theoretical computer science; Computer engineering; Physics; 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":[0.003808431,0.0009271398,0.0004534202,0.001766978,0.001251313,0.003735857,0.002001054,0.001132932,0.003848775],"category_scores_gemma":[0.005956186,0.0004093834,0.001608322,0.001031842,0.004680256,0.004996865,0.002082282,0.002323673,0.0006301293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002498814,"about_ca_system_score_gemma":0.002160934,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003833956,"about_ca_topic_score_gemma":0.001971259,"domain_scores_codex":[0.9970226,0.0009043502,0.0002258671,0.0003985975,0.001126729,0.0003219091],"domain_scores_gemma":[0.9965199,0.002031373,0.0002920798,0.0004797157,0.0005898148,0.00008707306],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000004223937,0.00001243271,0.0001137206,0.00004579396,0.000006256317,0.00004758142,0.000130969,0.009865603,0.0005530266,0.9838653,0.0005461827,0.004808792],"study_design_scores_gemma":[0.000007109289,0.000011325,0.00007863876,0.00003650557,0.00000966524,0.00005613127,0.00005393661,0.05299648,0.001031307,0.9332772,0.01243159,0.00001010594],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.008932183,0.00089645,0.9716793,0.001520425,0.00009435286,0.00009129795,0.0003728896,0.0003202261,0.01609291],"genre_scores_gemma":[0.5190024,0.003005448,0.4644853,0.0008776822,0.0005372083,0.0004844089,0.001257497,0.0002488309,0.0101013],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003848775,"threshold_uncertainty_score":0.02014112,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03579803646827129,"score_gpt":0.1597927742038546,"score_spread":0.1239947377355833,"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."}}