{"id":"W4396569886","doi":"10.1088/2514-3433/acfcb6ch17","title":"Impact of Climate Change on Astronomical Observations","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Calibration and Measurement Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Herzberg Institute of Astrophysics","funders":"","keywords":"Climate change; Environmental science; Climatology; Astrobiology; Geography; Meteorology; Remote sensing; Geology; Physics; Oceanography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003222462,0.0001470069,0.0001552978,0.0001180696,0.000006440067,0.0000143893,0.00004970209,0.0001213136,0.000948832],"category_scores_gemma":[0.000001044356,0.0001262084,0.0001748344,0.00001193453,0.000009933827,0.00004419102,0.00001483447,0.0001411843,0.0001326257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009593421,"about_ca_system_score_gemma":0.000008513105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003953689,"about_ca_topic_score_gemma":0.000007508799,"domain_scores_codex":[0.9995646,9.033778e-7,0.0001712125,0.00009217442,0.0000853285,0.00008575842],"domain_scores_gemma":[0.9997753,0.000007828875,0.00001834659,0.0001464831,0.00001613711,0.00003594216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006510871,0.00001051867,0.00007359954,0.000128582,0.0001433097,9.2405e-7,0.00002765624,0.0002144048,0.0006311953,0.9737139,0.01888419,0.006165193],"study_design_scores_gemma":[0.0006994827,0.001321756,0.01486782,0.003390811,0.0004602634,0.000005289877,0.000009543501,0.03080097,0.00484394,0.02531322,0.9158973,0.002389611],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003615037,0.0001013912,0.0003058365,0.00003923483,0.0001562204,0.0002277491,0.0001620326,0.0007924203,0.9978536],"genre_scores_gemma":[0.3940303,0.003149003,0.004320273,0.0002317758,0.001668557,0.000233054,0.001011299,0.0006822452,0.5946735],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9484007,"threshold_uncertainty_score":0.9999644,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0936020938601992,"score_gpt":0.2731587962426361,"score_spread":0.1795567023824369,"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."}}