{"id":"W4392108489","doi":"10.15173/m.v1i28.2611","title":"MedBulletins","year":2021,"lang":"en","type":"article","venue":"The Meducator","topic":"","field":"","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":[0.0003234787,0.00008024548,0.00009052311,0.00002002771,0.0001119959,0.00003207829,0.0002518309,0.00002219313,0.006784781],"category_scores_gemma":[0.0004120763,0.00005135214,0.00005632478,0.0002916707,0.00008516425,0.00002215683,0.00008091747,0.0001265873,0.04620022],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005072266,"about_ca_system_score_gemma":0.0003243189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002445941,"about_ca_topic_score_gemma":0.00002667631,"domain_scores_codex":[0.999159,0.0001499643,0.00009797406,0.0001527228,0.0002113465,0.0002290344],"domain_scores_gemma":[0.9990829,0.0001256457,0.00003207616,0.000600001,0.00006700339,0.00009243513],"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":[0.00001604721,0.0002779183,0.001353133,0.000009965848,0.00007830289,0.0000398935,0.005538914,0.000002461724,0.09608866,0.01442696,0.8804327,0.001735059],"study_design_scores_gemma":[0.0001418941,0.000005352362,0.005646358,0.000008115466,0.00002927313,0.00008115685,0.002437281,0.000004564603,0.06959479,0.0008906155,0.9210572,0.0001034253],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9180093,0.001062086,0.000005557209,0.02369595,0.0008445655,0.0000850943,0.00001391876,0.0001381842,0.05614533],"genre_scores_gemma":[0.9784024,0.00001000465,0.0004166026,0.001609119,0.0004503437,0.00002848385,0.000008266994,0.00005585681,0.01901897],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06039302,"threshold_uncertainty_score":0.9941232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01648398389131089,"score_gpt":0.267262963493247,"score_spread":0.2507789796019361,"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."}}