{"id":"W2091571311","doi":"10.1117/12.892732","title":"Imaging polarimeters based on liquid crystal variable retarders: an emergent technology for space instrumentation","year":2011,"lang":"en","type":"article","venue":"Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE","topic":"Optical Polarization and Ellipsometry","field":"Engineering","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Orbiter; Polarimetry; Coronagraph; Optics; Remote sensing; Physics; Exoplanet; Payload (computing); Instrumentation (computer programming); Telescope; Polarization (electrochemistry); Observatory; Aerospace engineering; Computer science; Astronomy; Stars","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004150075,0.0003204815,0.0003279531,0.0002938575,0.00009044082,0.000070616,0.0006238394,0.0002153227,0.00002922741],"category_scores_gemma":[0.0003378614,0.0003027845,0.0003412074,0.0005236276,0.0001556989,0.0006084772,0.00005851543,0.0002894225,0.00000179109],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001746454,"about_ca_system_score_gemma":0.00002594427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009513747,"about_ca_topic_score_gemma":1.126706e-7,"domain_scores_codex":[0.9982018,1.9796e-8,0.0005772228,0.0003524513,0.0004269438,0.0004415111],"domain_scores_gemma":[0.9987016,0.00006300407,0.0001752848,0.00007944157,0.0008340909,0.0001465675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002104126,0.0001705204,0.0004438618,0.0004503237,0.0002488256,5.218501e-8,0.0001725479,0.001839814,0.6052464,0.390202,0.0007676809,0.0002475423],"study_design_scores_gemma":[0.001756112,0.001117206,0.0003107847,0.0002603563,0.0002067472,0.000005863509,0.001993172,0.5567079,0.4319555,0.002414973,0.002672586,0.000598758],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895794,0.00004242455,0.00444897,0.0008160003,0.0004112822,0.000627449,0.00006587674,0.0002880062,0.003720612],"genre_scores_gemma":[0.6929255,0.00002044619,0.3064803,0.0001328999,0.0001634384,0.0001249761,0.00002447572,0.00009118261,0.00003670105],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5548681,"threshold_uncertainty_score":0.9999424,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01203759394973197,"score_gpt":0.2187130503371825,"score_spread":0.2066754563874505,"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."}}