{"id":"W4283593153","doi":"10.1002/essoar.10511662.1","title":"Occurrence rates of SuperDARN ground scatter echoes and electron density in the ionosphere","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Earthquake Detection and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Saskatchewan","funders":"","keywords":"Space Science; Ionosphere; Preprint; Physics; Computer science; World Wide Web; Geophysics; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000496311,0.0001338191,0.0002177611,0.00007792046,0.0001177122,0.00008450672,0.0002514253,0.00006962001,0.007806377],"category_scores_gemma":[0.00002171072,0.00008715236,0.00008040661,0.0002351231,0.00008023229,0.0000650885,0.00005172155,0.00049807,0.00002140124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003018726,"about_ca_system_score_gemma":0.00004530605,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01263094,"about_ca_topic_score_gemma":0.04010329,"domain_scores_codex":[0.9988574,0.0002444054,0.0002128397,0.00030087,0.0002231763,0.0001612718],"domain_scores_gemma":[0.9994694,0.0001678454,0.00008195355,0.0002261607,0.00002304203,0.0000316037],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001393741,0.00001385204,0.9890257,0.00003366878,0.00002087266,0.000003973736,0.0003301392,0.0009149844,0.000009935205,0.00001392548,0.0003935655,0.009225518],"study_design_scores_gemma":[0.00007820458,0.00006006291,0.9950499,0.000009387301,0.00002660267,0.000007469652,0.0011175,0.001695237,0.0001641734,0.0006775439,0.000971513,0.000142438],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996421,0.0007839901,0.00002281423,0.0004250827,0.0001019631,0.0001219705,0.00009782989,0.00001209321,0.002013245],"genre_scores_gemma":[0.9988641,0.000355978,0.00004698498,0.0003185384,0.00001968693,0.000001917308,0.0002282011,8.857491e-7,0.0001636979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02747236,"threshold_uncertainty_score":0.993944,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01761754903875833,"score_gpt":0.2509167287592959,"score_spread":0.2332991797205375,"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."}}