{"id":"W4415749809","doi":"10.1097/shk.0000000000002738","title":"Shock Synopsis November 2025","year":2025,"lang":"en","type":"article","venue":"Shock","topic":"Tropical and Extratropical Cyclones Research","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Thrombosis and Atherosclerosis Research Institute","funders":"","keywords":"","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":["insufficient_payload"],"category_scores_codex":[0.00006088626,0.0001107088,0.0001529133,0.00007691807,0.0001437262,0.00007265236,0.0002791329,0.0000868693,0.01135408],"category_scores_gemma":[0.00006258771,0.0000812221,0.00007936684,0.0004252383,0.00008004018,0.00008910717,0.00002995297,0.0002212084,0.002010595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000601361,"about_ca_system_score_gemma":0.00006194723,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002458716,"about_ca_topic_score_gemma":0.006457916,"domain_scores_codex":[0.9989029,0.00004701731,0.0001466203,0.0002655061,0.000243292,0.0003946536],"domain_scores_gemma":[0.9994421,0.0001547444,0.00001370763,0.0002158379,0.00003046782,0.0001431168],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005196975,0.00001675036,0.8335651,0.00002811811,0.00002420885,0.00001710485,0.000008555948,0.0001289677,0.000053066,0.001623281,0.02638035,0.1381025],"study_design_scores_gemma":[0.0001803922,0.00005386117,0.8271883,0.00001377222,0.000008106575,0.000001745001,0.00002070518,0.001940314,0.0001217618,0.003959408,0.1664048,0.0001068351],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6410353,0.001299444,0.00137642,0.004934455,0.0006701343,0.0001979437,0.00004876609,0.0001119304,0.3503256],"genre_scores_gemma":[0.9794817,0.0000559096,0.0006389017,0.0008908508,0.0001208849,9.811149e-7,0.00002987492,0.000001920262,0.01877897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3384464,"threshold_uncertainty_score":0.9987665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01549861744221303,"score_gpt":0.2615593176058457,"score_spread":0.2460607001636326,"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."}}