{"id":"W4392121457","doi":"10.15173/m.v1i42.3269","title":"MedPulse","year":2022,"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":false,"ca_institutions":"","funders":"","keywords":"Peer review; Political science","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":[0.01578284,0.000103537,0.0003933466,0.0001367923,0.0006327056,0.00004180367,0.0005569767,0.00002579272,0.009022204],"category_scores_gemma":[0.001352701,0.0001068893,0.00009431215,0.0002129345,0.00005916814,0.0001104412,0.0001454941,0.0002307918,0.004837588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005018702,"about_ca_system_score_gemma":0.0002084475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005485259,"about_ca_topic_score_gemma":0.0000203371,"domain_scores_codex":[0.9972841,0.0004208054,0.001588993,0.0003034783,0.00009633719,0.0003062942],"domain_scores_gemma":[0.9977553,0.000661177,0.0008082404,0.0006445746,0.00001242972,0.000118292],"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":[0.000010732,0.0001486007,0.01106053,0.00005129966,0.00005880062,8.776307e-7,0.01078377,0.0001324812,0.000006568002,0.4808267,0.4967309,0.0001887002],"study_design_scores_gemma":[0.0002404003,0.00003765777,0.007309743,0.000003375716,0.0000039341,0.00001374061,0.006558037,0.0003602366,0.000005942529,0.03466463,0.950625,0.0001773143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.613771,0.005833681,0.0002229757,0.3443403,0.004343967,0.0008072784,0.0003138322,0.00009651385,0.0302705],"genre_scores_gemma":[0.9511717,0.00002620949,0.0003788351,0.03966454,0.0005992916,0.0005145455,0.00001998873,0.00003201835,0.007592853],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4538941,"threshold_uncertainty_score":0.9959373,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4141906319445927,"score_gpt":0.4487248109949362,"score_spread":0.03453417905034345,"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."}}