{"id":"W2059001281","doi":"10.1001/jamaneurol.2013.1144","title":"Scores of Scores","year":2012,"lang":"en","type":"letter","venue":"JAMA Neurology","topic":"Cerebrovascular and Carotid Artery Diseases","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cohort; Stroke (engine); Atrial fibrillation; Aphasia; Level of consciousness; Internal medicine; Physical therapy; Anesthesia; Psychiatry","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00007749129,0.0002605962,0.0006955661,0.0002208056,0.00002374557,0.000009595828,0.0001800873,0.0009365931,0.00107669],"category_scores_gemma":[0.0001208956,0.0002183243,0.0004739258,0.00008747298,0.0002420648,0.00005109893,0.00009213883,0.001638875,0.0001638348],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007558939,"about_ca_system_score_gemma":0.00009945452,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004150112,"about_ca_topic_score_gemma":0.000003615431,"domain_scores_codex":[0.998419,0.0001610946,0.0003143185,0.0003488706,0.000330868,0.0004258478],"domain_scores_gemma":[0.9988258,0.0001540416,0.0001595721,0.0006873678,0.00009205311,0.00008110248],"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":[0.0001025771,0.000078435,0.1252395,0.0005323068,0.0001661905,0.0002391849,0.00002450919,3.402587e-7,0.0001323334,0.00003507795,0.8719094,0.001540099],"study_design_scores_gemma":[0.0009204914,0.0004946905,0.1983978,0.00005443806,0.0005236652,0.0006497133,0.00000164897,0.000002592726,0.0003104455,0.00006963508,0.7984183,0.0001565649],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.3009942,0.001542997,0.000006874175,0.6868024,0.001348838,0.0005897406,0.0001053995,0.0001073839,0.00850205],"genre_scores_gemma":[0.1905231,0.0001333936,0.00001496308,0.7999451,0.008151131,0.00003020715,0.0003832816,0.00006689462,0.0007519409],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1131426,"threshold_uncertainty_score":0.9998364,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0146860384974189,"score_gpt":0.2416780288084659,"score_spread":0.226991990311047,"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."}}