{"id":"W2561313962","doi":"10.1093/mnras/stw3278","title":"Optical and near-infrared linear polarization of low and intermediate-gravity ultracool dwarfs","year":2016,"lang":"en","type":"article","venue":"Monthly Notices of the Royal Astronomical Society","topic":"Stellar, planetary, and galactic studies","field":"Physics and Astronomy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Physics; Polarimetry; Astrophysics; Brown dwarf; Linear polarization; Polarization (electrochemistry); Infrared; Amplitude; Brightness; Stellar classification; Astronomy; Stars; Scattering; 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":[0.000202518,0.0001757094,0.0002800748,0.001419189,0.0002897321,0.0005299688,0.0001813894,0.0001537593,0.0005463054],"category_scores_gemma":[0.0004675103,0.00009367075,0.0001730408,0.0007353055,0.0003302006,0.0002547214,0.000375423,0.0001414978,0.00032468],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001878105,"about_ca_system_score_gemma":0.00008850179,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002090734,"about_ca_topic_score_gemma":0.002853785,"domain_scores_codex":[0.9998602,0.00001424993,0.000008686664,0.00004430382,0.0000284004,0.00004422303],"domain_scores_gemma":[0.9993914,0.0000957643,0.0002025054,0.00005427019,0.0001078693,0.0001481751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000128265,0.00003144438,0.9749349,0.00002044128,0.0000327079,0.0001479711,0.0005550001,0.0001369604,0.01795905,0.00007871316,0.0001162845,0.005858247],"study_design_scores_gemma":[0.000001890703,0.00002065881,0.9979405,0.000002066276,0.000009493365,0.0001549819,0.0002220345,0.000189606,0.001174479,0.00003618259,0.0002453846,0.000002714774],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999521,0.00005149102,0.00007771562,0.000003632673,8.029253e-7,0.000001019274,0.0001136327,0.000005264134,0.0002253944],"genre_scores_gemma":[0.9990979,0.00004230551,0.0001722622,0.000006778913,0.000007552392,0.000002230516,0.0005418799,0.000006722453,0.0001224204],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002090734,"threshold_uncertainty_score":0.004157186,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005077752514674683,"score_gpt":0.1952715393953572,"score_spread":0.1901937868806825,"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."}}