{"id":"W4309758876","doi":"10.1093/astrogeo/atac073","title":"News in Astronomy &amp; Geophysics – December 2022","year":2022,"lang":"en","type":"article","venue":"Astronomy & Geophysics","topic":"Astro and Planetary Science","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physics; Astronomy; Quasar; Asteroid; Population; Hubble space telescope; Supernova; Astrophysics; Stars; Solar System; Galaxy","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002636625,0.0004908522,0.0005010225,0.0001613475,0.0005313748,0.00009927288,0.0008880511,0.00003537612,0.005131735],"category_scores_gemma":[0.000002219678,0.0005728466,0.0002733511,0.0008726917,0.0001309235,0.0005987997,0.0005703931,0.0009492825,0.0007799125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001298389,"about_ca_system_score_gemma":0.0003800976,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002614967,"about_ca_topic_score_gemma":0.0001489303,"domain_scores_codex":[0.9967694,0.0001879606,0.0005546078,0.0008463798,0.0005450816,0.001096609],"domain_scores_gemma":[0.998486,0.0001221871,0.0002938495,0.0008073069,0.00004614883,0.000244487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007249517,0.0006535486,0.7493137,0.00000676718,0.0001074612,0.000006744583,0.0006825586,0.0217265,0.0006373239,0.008236938,0.006338427,0.2122175],"study_design_scores_gemma":[0.001836811,0.000264622,0.2210752,0.0000148057,0.00006842413,0.00000457848,0.003697336,0.0005937842,0.00009341742,0.004510427,0.7665868,0.001253876],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9565651,0.00005031658,0.02441025,0.0001707893,0.0006265127,0.0005453013,0.0003635827,0.0000649656,0.01720313],"genre_scores_gemma":[0.9835338,8.260213e-7,0.01105945,0.0001457341,0.0007121353,0.000278453,0.001215443,0.00004847955,0.003005695],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7602483,"threshold_uncertainty_score":0.9999981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008055981204971457,"score_gpt":0.209960420665663,"score_spread":0.2019044394606915,"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."}}