{"id":"W2803244397","doi":"","title":"Polarimetric Observations of Snow Growth in Stratiform Clouds","year":2013,"lang":"en","type":"article","venue":"36th Conference on Radar Meteorology (16-20 September, 2013)","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University","funders":"","keywords":"Snow; Geology; Climatology; Meteorology; Remote sensing; Environmental science; Geodesy; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003902246,0.0003318939,0.0005938295,0.0002040267,0.0002116554,0.00005475244,0.0005025662,0.0002482135,0.01814364],"category_scores_gemma":[0.0002158962,0.0002822198,0.0001287684,0.001153642,0.0002771099,0.0004151064,0.00004044217,0.0003921518,0.0007385747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000346999,"about_ca_system_score_gemma":0.000192578,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03950866,"about_ca_topic_score_gemma":0.06113767,"domain_scores_codex":[0.9975946,0.0001834539,0.0007229581,0.0004947574,0.0003711774,0.0006330675],"domain_scores_gemma":[0.9980928,0.0006701137,0.0003158157,0.000420823,0.0003199564,0.0001805235],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005868709,0.000166737,0.9418013,0.00003546043,0.0001181045,0.000004762288,0.0002738831,0.0001782171,0.0002262838,0.009645774,0.02973955,0.01775122],"study_design_scores_gemma":[0.0006891253,0.0005147142,0.9784917,0.0000278967,0.00003732411,0.000005767575,0.0006384008,0.00225543,0.0001510701,0.008808482,0.00805614,0.0003240049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397406,0.001021902,0.0006258098,0.002692511,0.0008120125,0.0007540163,0.0002119284,0.00007258756,0.05406865],"genre_scores_gemma":[0.9922205,0.0002510721,0.00408483,0.0009052588,0.00008625831,0.00001936018,0.0002848216,0.00001080757,0.002137044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05247996,"threshold_uncertainty_score":0.999963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04023692913655066,"score_gpt":0.2377774403093798,"score_spread":0.1975405111728291,"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."}}