{"id":"W6930753820","doi":"10.5281/zenodo.15678247","title":"pySTEPS/pysteps: pysteps v1.18.0","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Antioxidant Activity and Oxidative Stress","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Nautical Research Society","funders":"","keywords":"Nowcasting; Crash; Perturbation (astronomy); Context (archaeology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002396535,0.003382647,0.002043419,0.001967661,0.001414435,0.00444457,0.005695326,0.002485085,0.4485289],"category_scores_gemma":[0.006973857,0.003180805,0.00289551,0.00172073,0.0009956193,0.005912481,0.005426665,0.004780195,0.4747087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001533131,"about_ca_system_score_gemma":0.001811279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004664293,"about_ca_topic_score_gemma":0.005174511,"domain_scores_codex":[0.9984848,0.0001357166,0.0001134887,0.0002823391,0.000715472,0.00026827],"domain_scores_gemma":[0.9982119,0.0003048521,0.00008884004,0.0006094219,0.0005578595,0.0002271381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004353765,0.0001031261,0.000787142,0.0008832655,0.00009083979,0.0001242638,0.0001367202,0.001542003,0.006114323,0.003924025,0.9237554,0.06210342],"study_design_scores_gemma":[0.0002530202,0.00005186336,0.0007133089,0.00016003,0.00004381963,0.0002061211,0.00005336601,0.00662127,0.02392769,0.006712395,0.9610988,0.0001582945],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001284856,0.0005952349,0.08777037,0.0004624851,0.0007730178,0.0001982939,0.03385851,0.8431567,0.03190063],"genre_scores_gemma":[0.01548959,0.0009439504,0.06225046,0.0007008318,0.0001474653,0.0005415691,0.06701998,0.7819833,0.07092287],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4485289,"threshold_uncertainty_score":0.7866066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04047776545555874,"score_gpt":0.2825660428098367,"score_spread":0.2420882773542779,"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."}}