{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004928276,0.0007108987,0.0004937139,0.001735105,0.001128891,0.002747333,0.0008266341,0.001399838,0.7910318],"category_scores_gemma":[0.002143213,0.0003727498,0.0004768533,0.0007498704,0.0004458633,0.001799955,0.003170987,0.001598342,0.6460952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003699675,"about_ca_system_score_gemma":0.0006251542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003755891,"about_ca_topic_score_gemma":0.001085292,"domain_scores_codex":[0.9996073,0.00005182808,0.00001407302,0.00008419783,0.0001784513,0.00006420613],"domain_scores_gemma":[0.9990565,0.0001341386,0.00004662342,0.0001818176,0.0002047225,0.0003762231],"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":[0.00010165,0.00004185512,0.0002014468,0.0001106254,0.000003808287,0.00009677622,0.00005595746,0.0000345729,0.0009943316,0.005395964,0.7557873,0.2371757],"study_design_scores_gemma":[0.00001235769,0.00001437336,0.000255099,0.00002954532,0.000001947583,0.0001568746,0.0000157457,0.00006648154,0.0002536754,0.001111957,0.9980768,0.00000519135],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000743258,0.001118809,0.003027834,0.001821814,0.003012775,0.00006128287,0.001907912,0.007466373,0.9808398],"genre_scores_gemma":[0.003426497,0.0003699583,0.0009400105,0.0009934873,0.0008575397,0.00003489793,0.001011786,0.001167169,0.9911987],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2089682,"threshold_uncertainty_score":0,"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."}}