{"id":"W7027102968","doi":"","title":"Bessel Equivariant Networks for Inversion of Transmission Effects in Multi-Mode Optical Fibres","year":2022,"lang":"en","type":"article","venue":"ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam)","topic":"Medieval European History and Architecture","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Royal Academy of Engineering; University of Glasgow; University of Guelph","keywords":"Equivariant map; Optical fiber; Pixel; Bessel function; Speckle pattern; Azimuth; Inversion (geology); Transmission (telecommunications)","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.000431432,0.0006171654,0.000451993,0.0003056137,0.0002334517,0.0005849439,0.001170867,0.0007769165,0.001622411],"category_scores_gemma":[0.00121961,0.0003619679,0.0005822112,0.0002892604,0.0006745195,0.0008081583,0.0007231847,0.001121903,0.0003592219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007209459,"about_ca_system_score_gemma":0.0006527363,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006925304,"about_ca_topic_score_gemma":0.008819217,"domain_scores_codex":[0.999866,0.0000340619,0.000006056201,0.00003370252,0.00003534298,0.00002476825],"domain_scores_gemma":[0.9997653,0.0001058005,0.00003098038,0.00002678133,0.00004966956,0.00002143422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002820531,0.00001527117,0.0003167499,0.00002030179,0.00002200966,0.00003477892,0.00002921463,0.9606756,0.002916467,0.01548359,0.0003370949,0.02012071],"study_design_scores_gemma":[7.782472e-7,0.000003808374,0.0000285869,8.244329e-7,0.000001108975,0.000002928208,0.000001256166,0.9969716,0.0002388594,0.002642515,0.0001056598,0.000001980244],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03509338,0.00019198,0.9611284,0.000192196,0.00004040383,0.00002021877,0.00006546197,0.0003974389,0.002870703],"genre_scores_gemma":[0.7967279,0.0003618985,0.1870486,0.0001764266,0.00006982398,0.0001286984,0.0003042108,0.0001619476,0.01502057],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006925304,"threshold_uncertainty_score":0.01376998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02681339812921515,"score_gpt":0.2447145049078602,"score_spread":0.217901106778645,"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."}}