{"id":"W4392124505","doi":"10.15173/m.v1i35.2198","title":"MedPulse","year":2019,"lang":"en","type":"article","venue":"The Meducator","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"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":["insufficient_payload"],"category_scores_codex":[0.01015572,0.0001178523,0.0004786086,0.0001110346,0.0001150384,0.00005661867,0.0004251837,0.00006547903,0.005270498],"category_scores_gemma":[0.001291857,0.0001076718,0.00009420538,0.0001397103,0.00005121155,0.0001838882,0.00004734763,0.0001449941,0.06607385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002255219,"about_ca_system_score_gemma":0.0001509487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003758015,"about_ca_topic_score_gemma":0.00002183276,"domain_scores_codex":[0.9975464,0.0001756911,0.001578235,0.0003193142,0.00006549864,0.0003148931],"domain_scores_gemma":[0.9976097,0.0007223429,0.0007385123,0.0007813874,0.00002001461,0.0001279844],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001120725,0.0001109225,0.08983626,0.0001878666,0.00008468745,3.307181e-7,0.007693285,0.00002961153,0.00002589501,0.6854755,0.2163301,0.0002143324],"study_design_scores_gemma":[0.0004970724,0.00004616212,0.04791205,0.00003425192,0.000005628712,0.000007887247,0.003403394,0.0005400365,0.00003565914,0.03936057,0.9078336,0.0003236271],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324758,0.002296879,0.0001058742,0.1158634,0.002741223,0.0006578052,0.00005124923,0.000053822,0.04575401],"genre_scores_gemma":[0.9619648,0.00004273789,0.0004858864,0.0238301,0.0005935768,0.00008112993,0.000009189932,0.00002996218,0.01296257],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6915036,"threshold_uncertainty_score":0.9956388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3278774760730466,"score_gpt":0.4409759367026882,"score_spread":0.1130984606296416,"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."}}