{"id":"W4409202774","doi":"10.1080/17538947.2025.2487058","title":"Evaluation and prediction of the effects of planetary orbital variations to earth’s temperature changes","year":2025,"lang":"en","type":"article","venue":"International Journal of Digital Earth","topic":"Climate variability and models","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"National Key Research and Development Program of China; Natural Science Foundation of Henan Province","keywords":"Earth (classical element); Astrobiology; Geography; Geology; Geophysics; Physics; Astronomy","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":[],"consensus_categories":[],"category_scores_codex":[0.0002775059,0.0000490705,0.00008426451,0.00006402678,0.00002206374,0.00003032396,0.0001445358,0.00003191467,0.00004775697],"category_scores_gemma":[0.0004597247,0.00003500931,0.00003981978,0.0001031392,0.00005286649,0.0002578275,0.00009147457,0.00006921869,0.000001460857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000274304,"about_ca_system_score_gemma":0.00003483085,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002023759,"about_ca_topic_score_gemma":0.00004966013,"domain_scores_codex":[0.9991128,0.00003643575,0.000213252,0.00007045511,0.0005194703,0.0000475655],"domain_scores_gemma":[0.9995493,0.0001238084,0.0001079372,0.00006839003,0.0001235893,0.00002696973],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005366511,0.001127504,0.4486995,0.0001648962,0.0009168512,0.00001210893,0.003827532,0.05380106,0.4189698,0.003390867,0.002461266,0.06609198],"study_design_scores_gemma":[0.001027173,0.0003994862,0.9646178,0.0003395994,0.000114648,0.00004875906,0.00007274377,0.004204575,0.02315419,0.004830778,0.001117304,0.00007294212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959694,0.00004113659,0.0001661718,0.0009573312,0.0005337665,0.0001557149,0.00009852572,0.000002125353,0.002075809],"genre_scores_gemma":[0.9996479,0.0000117606,0.0001160294,0.00006523854,0.00003515066,0.00000172401,0.000006845648,0.000001879465,0.000113438],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5159183,"threshold_uncertainty_score":0.1427638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008998687456731515,"score_gpt":0.2380097195369101,"score_spread":0.2290110320801785,"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."}}