{"id":"W4389151872","doi":"10.1007/s11069-023-06317-y","title":"A comprehensive assessment of satellite precipitation products over a semi-arid region: focus on extreme events","year":2023,"lang":"en","type":"article","venue":"Natural Hazards","topic":"Precipitation Measurement and Analysis","field":"Earth and Planetary Sciences","cited_by":18,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec en Abitibi-Témiscamingue","funders":"OCP Group","keywords":"Environmental science; Climatology; Precipitation; Arid; Global Precipitation Measurement; Satellite; Meteorology; Geography; Geology","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":[0.0002957696,0.0001577378,0.0002284069,0.0002597567,0.0001037629,0.00002740822,0.0001673625,0.00006386943,0.0002033228],"category_scores_gemma":[0.00009130929,0.000125571,0.0001118509,0.0009792397,0.00003658639,0.0002405358,0.00001214217,0.0001791314,0.0001248039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001810072,"about_ca_system_score_gemma":0.00007991618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000149747,"about_ca_topic_score_gemma":0.0001850623,"domain_scores_codex":[0.998152,0.0001587881,0.0002905551,0.000330041,0.0008256029,0.0002429811],"domain_scores_gemma":[0.9991155,0.000154387,0.0001766742,0.000219276,0.0002686977,0.00006547433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002619762,0.00008933808,0.5391889,0.0002039889,0.0003352485,0.00003358966,0.0009342115,0.004703056,0.006277189,0.0003243656,0.00769503,0.4399531],"study_design_scores_gemma":[0.0003997395,0.0001334717,0.9800803,0.00007107142,0.00003916471,0.000001625292,0.00009378465,0.01457803,0.0008758457,0.0009194454,0.002645076,0.0001624682],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9930774,0.001019633,0.0000310501,0.001240427,0.0007349964,0.0003250175,0.00003883936,0.0001005002,0.003432149],"genre_scores_gemma":[0.9978156,0.0002643355,0.0003417768,0.0001071091,0.0001379182,0.000003222081,0.0003606696,0.000004747239,0.0009646079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4408914,"threshold_uncertainty_score":0.5120638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05112687351900465,"score_gpt":0.2873563349585549,"score_spread":0.2362294614395503,"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."}}