{"id":"W4415167476","doi":"10.1186/s12883-025-04443-7","title":"Analysis of factors influencing short-term outcomes after early interventional therapy for acute ischaemic stroke","year":2025,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Acute Ischemic Stroke Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Neurosurgery; Neurology; Ischaemic stroke; Stroke (engine); Neurochemistry; Interventional radiology; Ischemic stroke","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":[],"consensus_categories":[],"category_scores_codex":[0.000102662,0.0001804232,0.000621968,0.0007050978,0.00002403821,0.000007056442,0.0001723379,0.000111106,0.0001420569],"category_scores_gemma":[0.00005108775,0.0001470587,0.000658574,0.0003000123,0.00008143319,0.0000492994,0.0001277798,0.0001483169,0.000001809875],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002488123,"about_ca_system_score_gemma":0.000041846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001769304,"about_ca_topic_score_gemma":0.00003073732,"domain_scores_codex":[0.9987568,0.0000398956,0.0004495904,0.0003514336,0.000159392,0.0002428585],"domain_scores_gemma":[0.9991649,0.0002128227,0.0001068623,0.0003838271,0.00008627007,0.00004528304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001131486,0.0001006497,0.9877576,0.00004263018,0.005432098,0.00001069979,0.0001044265,0.00001386621,0.004647334,0.00005197537,0.0002799352,0.0004272923],"study_design_scores_gemma":[0.001214991,0.00044136,0.9922729,0.0000113277,0.003123533,0.000001652044,0.00002134431,0.0001974161,0.002029682,0.00001290701,0.0005946891,0.00007825732],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925178,0.0001048478,0.005742231,0.000437048,0.0002371878,0.0005278164,0.00009845756,0.00003796566,0.000296695],"genre_scores_gemma":[0.9967359,0.0000139346,0.0003796456,0.001251246,0.00002400081,0.0001250478,0.00005915179,0.0000154284,0.001395616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005362586,"threshold_uncertainty_score":0.5996881,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02722044725936407,"score_gpt":0.3316897240212032,"score_spread":0.3044692767618392,"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."}}