{"id":"W4392125528","doi":"10.15173/m.v1i34.2041","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001044588,0.000710322,0.0005879488,0.001415925,0.001647581,0.004005392,0.001308856,0.002956723,0.8167719],"category_scores_gemma":[0.0038216,0.0004310002,0.0005704027,0.0008081621,0.0006793606,0.001908787,0.003098053,0.002451086,0.6457818],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001181006,"about_ca_system_score_gemma":0.002396711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002083442,"about_ca_topic_score_gemma":0.003888246,"domain_scores_codex":[0.9991187,0.0001220963,0.00004148218,0.0001967953,0.0003812644,0.0001396841],"domain_scores_gemma":[0.99832,0.0002423775,0.00007902046,0.0002131828,0.0005525787,0.0005927818],"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":[0.000155733,0.00005906788,0.0003784253,0.0001179458,0.000005933575,0.0001117673,0.00006329219,0.00003837189,0.0002772672,0.008298595,0.871857,0.1186366],"study_design_scores_gemma":[0.00002730745,0.00001992978,0.000360519,0.00004802105,0.000001952874,0.0001079359,0.00002167217,0.00004090633,0.00008550242,0.001031876,0.9982501,0.000004345373],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00120204,0.002052045,0.0023525,0.01627032,0.005895306,0.0002385183,0.01024871,0.003870289,0.9578702],"genre_scores_gemma":[0.005632821,0.001231253,0.001321523,0.007392964,0.001479504,0.0001729779,0.004559103,0.000689766,0.97752],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1832281,"threshold_uncertainty_score":0,"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."}}