{"id":"W4392108374","doi":"10.15173/m.v1i43.3475","title":"MedPulse","year":2023,"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":[0.01456029,0.0001120147,0.000414814,0.0002050678,0.0002340074,0.00005931719,0.000415653,0.00006157031,0.001392451],"category_scores_gemma":[0.003200189,0.0001047296,0.00009168695,0.0004058916,0.00007527105,0.0001455089,0.00006176015,0.0001295212,0.06378175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001820781,"about_ca_system_score_gemma":0.00014124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003498404,"about_ca_topic_score_gemma":0.00003428735,"domain_scores_codex":[0.9974725,0.0001878463,0.001591036,0.0003010035,0.00006952471,0.0003781042],"domain_scores_gemma":[0.9976163,0.0009870338,0.0005905068,0.0006434154,0.00001845743,0.0001443078],"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":[0.000003948136,0.00003883663,0.01175995,0.00008606995,0.00004800635,8.660814e-7,0.00673483,0.00002759947,0.000008147643,0.2908039,0.6902581,0.0002297076],"study_design_scores_gemma":[0.0002992563,0.00002354041,0.0555863,0.00002400951,0.000005212256,0.000005408115,0.004452824,0.001000759,0.00002223006,0.07324094,0.8650758,0.0002636781],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6590893,0.001621411,0.0001363986,0.3135097,0.003017162,0.0005600589,0.000116573,0.0002436192,0.02170579],"genre_scores_gemma":[0.9576232,0.000171225,0.0003620597,0.02424787,0.001305783,0.0002584045,0.00003367564,0.00004995516,0.01594777],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.298534,"threshold_uncertainty_score":0.9995204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5179539925843282,"score_gpt":0.4831543234974858,"score_spread":0.0347996690868424,"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."}}