{"id":"W4387317785","doi":"10.2139/ssrn.4590632","title":"On the Causes of the 10.1 - 10.2-Year Variability in Secondary Cosmic Rays and Seismic Activity","year":2023,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Earthquake Detection and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Cosmic ray; COSMIC cancer database; Astronomy; Physics; Astrophysics; Environmental science; Nuclear physics","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":["research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.004851031,0.0002050292,0.0003185523,0.0001526497,0.0002559099,0.00008168421,0.0004397134,0.0001621298,0.002422384],"category_scores_gemma":[0.0003898102,0.0001173621,0.000223355,0.0003406262,0.0001580071,0.00007050168,0.00007645754,0.003988631,0.00008458659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007962751,"about_ca_system_score_gemma":0.001643522,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001936499,"about_ca_topic_score_gemma":0.02459704,"domain_scores_codex":[0.9972226,0.0009498345,0.0003187324,0.0003261141,0.0003477121,0.0008349756],"domain_scores_gemma":[0.9984848,0.0007034739,0.0003236059,0.0003823786,0.00004924559,0.00005644712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001643238,0.0003698287,0.4430053,0.0003743519,0.002658351,0.00002992869,0.001644353,0.0900583,0.0002602292,0.006333197,0.002500774,0.4511221],"study_design_scores_gemma":[0.0004593054,0.0002126692,0.6344777,0.0001085365,0.0001152257,0.0000725718,0.000632754,0.01278434,0.0001640182,0.3501558,0.0005188166,0.0002982451],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959267,0.0002746415,0.000134066,0.001771884,0.0002472287,0.0001761649,0.00008015835,0.00001764319,0.001371472],"genre_scores_gemma":[0.9956668,0.001296265,0.000002919194,0.00008520414,0.00008385936,0.000001495931,0.000009075609,0.000006940887,0.002847434],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4508239,"threshold_uncertainty_score":0.9984896,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01318374775562633,"score_gpt":0.2138331912119718,"score_spread":0.2006494434563455,"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."}}