{"id":"W4407860018","doi":"10.35493/medu.45.02","title":"Medpulse","year":2024,"lang":"en","type":"article","venue":"The Meducator","topic":"Cardiovascular Syncope and Autonomic Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0002182325,0.00005987806,0.0001067417,0.00003673532,0.00003036023,0.00002752329,0.00006396152,0.00001987909,0.0006118087],"category_scores_gemma":[0.00002920819,0.00003319922,0.0001928652,0.0001237918,0.00004975681,0.00002001358,0.00001934325,0.000101348,0.001598549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003089733,"about_ca_system_score_gemma":0.0002260107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002618527,"about_ca_topic_score_gemma":0.000001756303,"domain_scores_codex":[0.9995736,0.00001591575,0.00007337928,0.0001164673,0.0001063292,0.0001142513],"domain_scores_gemma":[0.9996027,0.00003462256,0.000004649371,0.0002942433,0.000007450099,0.00005627261],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005596853,0.0001644882,0.0005343058,0.0003563521,0.001574338,0.0002042859,0.006702665,0.000004537212,0.005257894,0.01679295,0.410689,0.5576632],"study_design_scores_gemma":[0.0001458093,0.00001702547,0.001743929,0.00005773909,0.000180402,0.0001698455,0.0006890606,0.0000521388,0.001061638,0.0003361342,0.9954911,0.0000552044],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8028862,0.0358013,0.0001140149,0.03655916,0.002711024,0.0003717011,0.000003532265,0.0002583057,0.1212947],"genre_scores_gemma":[0.9861498,0.0001535541,0.0000568764,0.0009980045,0.0004552668,0.00002186859,0.000004106969,0.00001811906,0.01214238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5848021,"threshold_uncertainty_score":0.9991788,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00777844277600726,"score_gpt":0.2777869777486504,"score_spread":0.2700085349726431,"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."}}