{"id":"W4312013616","doi":"10.1001/jamanetworkopen.2022.44836","title":"Association of Psychosocial Stress With Risk of Acute Stroke","year":2022,"lang":"en","type":"article","venue":"JAMA Network Open","topic":"Stroke Rehabilitation and Recovery","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute","funders":"Medical Research Council; Chest Heart and Stroke Scotland; Canadian Institutes of Health Research; AFA Försäkring; Indian Council of Medical Research; Bristol-Myers Squibb; Eli Lilly and Company; AstraZeneca; Health Research Board; Health Service Executive; Wellcome Trust; Vetenskapsrådet; Canadian Stroke Network; Pfizer; Västra Götalandsregionen; Heart and Stroke Foundation of Canada; Sanofi","keywords":"Psychosocial; Association (psychology); Stroke (engine); Stress (linguistics); Medicine; Stroke risk; Psychology; Clinical psychology; Ischemic stroke; Psychiatry; Engineering; Psychotherapist; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"observational","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006036907,0.0002632102,0.0001930003,0.0005969691,0.000267404,0.0003981484,0.0002351159,0.0002752778,0.001741897],"category_scores_gemma":[0.003671497,0.0001520909,0.0003368232,0.0005225136,0.0002961087,0.0002014969,0.00037821,0.000368542,0.0001006351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001586485,"about_ca_system_score_gemma":0.0002305291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002280174,"about_ca_topic_score_gemma":0.002388495,"domain_scores_codex":[0.9994836,0.0001836187,0.00006857364,0.00009055434,0.0001073894,0.00006628547],"domain_scores_gemma":[0.9973724,0.0004350074,0.001450373,0.0001285422,0.0002690364,0.0003445247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005861298,0.00001451489,0.9987022,0.000008342713,0.00006907291,0.00001643474,0.00002069857,0.00002835623,0.00008616856,0.000008328491,0.00003522907,0.0009520615],"study_design_scores_gemma":[0.000001860696,0.00003774296,0.9996347,0.00000433444,0.00001380199,0.00007332464,0.00002837369,0.0001315304,0.00002206635,0.00001852448,0.00003168957,0.000001947894],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987707,0.0004190613,0.0001647214,0.00009644183,0.000008794282,0.000005154217,0.0002051045,0.000004329009,0.000325734],"genre_scores_gemma":[0.9996727,0.00009373874,0.00005700913,0.000006981631,0.0000130436,0.000002374327,0.0001112582,6.540668e-7,0.00004232064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002280174,"threshold_uncertainty_score":0.005827188,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008041305586188704,"score_gpt":0.2766338428165125,"score_spread":0.2685925372303238,"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."}}