{"id":"W2998714814","doi":"10.1364/oe.380121","title":"Automated control algorithms for silicon photonic polarization receiver","year":2020,"lang":"en","type":"article","venue":"Optics Express","topic":"Photonic and Optical Devices","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Gradient descent; Polarization (electrochemistry); Computer science; Photonics; Silicon photonics; Algorithm; Optics; Physics","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":[0.0006627909,0.0005363449,0.0003489137,0.0002201653,0.0003293997,0.000557958,0.000616801,0.0004993446,0.0009438611],"category_scores_gemma":[0.001311838,0.0002728413,0.0002400633,0.0002080882,0.0005097619,0.0003856556,0.0005187399,0.0006679543,0.0002414841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005226501,"about_ca_system_score_gemma":0.0009990085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003553941,"about_ca_topic_score_gemma":0.002600313,"domain_scores_codex":[0.9996107,0.00009612078,0.0000182209,0.00007632434,0.0001557086,0.0000429365],"domain_scores_gemma":[0.9994758,0.0001851818,0.00008282175,0.00005856928,0.0001790425,0.00001856427],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001435044,0.00007471022,0.000585044,0.00005935052,0.00002807579,0.00004256827,0.0001179027,0.7933894,0.03446957,0.012371,0.001189669,0.1575293],"study_design_scores_gemma":[0.00001112002,0.00002724147,0.00007042661,0.000001466282,0.000001557405,0.000005611352,0.000002031832,0.9963908,0.002637913,0.0005477295,0.0002998544,0.000004260416],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02009161,0.00007216451,0.9777297,0.00006237104,0.00002096553,0.00003481391,0.00001097336,0.0005038815,0.001473536],"genre_scores_gemma":[0.663106,0.00008093841,0.3335196,0.00008206307,0.00002570897,0.0002186838,0.00005462431,0.00008031804,0.002832034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003553941,"threshold_uncertainty_score":0.007066488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413305484814415,"score_gpt":0.2342179898935512,"score_spread":0.2200849350454071,"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."}}