{"id":"W2605474308","doi":"","title":"Study of lightning-induced transient luminous events with university and high-school sprite observation network","year":2015,"lang":"en","type":"article","venue":"Japan Geoscience Union","topic":"Lightning and Electromagnetic Phenomena","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Digital Payment Technologies (Canada)","funders":"","keywords":"Sprite (computer graphics); Upper-atmospheric lightning; Meteorology; Transient (computer programming); Lightning (connector); Lightning strike; Astronomy; Physics; Computer science; Thunderstorm; Computer graphics (images)","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":[0.0002778737,0.0001048743,0.0001425384,0.00005265911,0.0001459915,0.00001754558,0.0001427351,0.00001875411,0.000004951515],"category_scores_gemma":[0.000003395435,0.00008889334,0.00001303613,0.000408298,0.00003773004,0.0002051047,0.00003368339,0.00008724418,0.000001786721],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003447218,"about_ca_system_score_gemma":0.00008457281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001726461,"about_ca_topic_score_gemma":0.00004610395,"domain_scores_codex":[0.9990857,0.00007873433,0.0001176562,0.000248352,0.000240341,0.0002292092],"domain_scores_gemma":[0.9994725,0.00001542695,0.0001015835,0.0001700414,0.00008577391,0.0001546972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006463606,0.0004667401,0.9862623,0.000004644257,0.00002538916,0.000001600054,0.005179194,0.0004425766,0.002462914,0.001435959,0.00008383083,0.003570182],"study_design_scores_gemma":[0.00216281,0.003213051,0.9862524,0.00004231825,0.00005547755,0.000001473343,0.00598412,0.0008503185,0.0004125546,0.0004759966,0.0003269287,0.0002225463],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979479,0.000006022357,0.000903958,0.00007806547,0.0001151212,0.0002255978,0.000001744207,0.00001850742,0.0007030344],"genre_scores_gemma":[0.9987341,5.349838e-7,0.0006331609,0.00001001784,0.00007531874,0.000001825875,0.000005806703,0.00000545204,0.0005337386],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003347636,"threshold_uncertainty_score":0.3624965,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01642888041579706,"score_gpt":0.2026377828802484,"score_spread":0.1862089024644513,"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."}}