{"id":"W2901087426","doi":"","title":"Extreme precipitation in Central Norway. A case and climate study","year":2010,"lang":"en","type":"dissertation","venue":"Bergen Open Research Archive (BORA) (University of Bergen)","topic":"Science and Climate Studies","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Oceanic and Atmospheric Administration","keywords":"Precipitation; Climatology; Environmental science; Geography; Physical geography; Geology; Meteorology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001748769,0.0002677687,0.0004548203,0.0003895157,0.001083401,0.00009983528,0.001220689,0.0001484133,0.004687072],"category_scores_gemma":[0.000127332,0.0003018615,0.00008389531,0.0009421192,0.0006132194,0.0008622666,0.001864652,0.0007740742,0.000281187],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000144816,"about_ca_system_score_gemma":0.0001175558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04752977,"about_ca_topic_score_gemma":0.7045804,"domain_scores_codex":[0.9963904,0.000494949,0.0002941574,0.0009627981,0.0009553116,0.0009023793],"domain_scores_gemma":[0.9987198,0.0002134918,0.000206113,0.0004776265,0.0000893985,0.0002935898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002140937,0.002224391,0.7749871,0.0002764645,0.0002106963,0.003435128,0.1595285,0.00008719589,0.01669704,0.0004153773,0.008136735,0.03186041],"study_design_scores_gemma":[0.0009241601,0.0004207866,0.8613092,0.00007297723,0.00004961132,0.00001514651,0.1344859,0.0003687148,0.00006396684,0.0005572003,0.001396646,0.000335625],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9503205,0.0000700139,0.000004556453,0.0000974128,0.0001784421,0.001840717,0.0001666977,0.000009677582,0.04731196],"genre_scores_gemma":[0.9899263,0.001098817,0.001588088,0.000005007201,0.0000227089,0.00001621661,0.000227291,0.0000272246,0.007088282],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6570506,"threshold_uncertainty_score":0.9999434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05946861561534524,"score_gpt":0.3299568244512044,"score_spread":0.2704882088358592,"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."}}