{"id":"W4392108565","doi":"10.15173/m.v1i40.3242","title":"MedBulletin","year":2022,"lang":"en","type":"article","venue":"The Meducator","topic":"Health and Medical Research Impacts","field":"Medicine","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":["metaresearch","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001809837,0.00004797553,0.0001030095,0.00004377512,0.0002603269,0.000004411444,0.0001437798,0.00001298367,0.012035],"category_scores_gemma":[0.009682133,0.00002724153,0.00003889731,0.0001984308,0.00007571948,0.000007239337,0.00009200627,0.0004863432,0.0003704449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702889,"about_ca_system_score_gemma":0.004475533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007178748,"about_ca_topic_score_gemma":8.460933e-7,"domain_scores_codex":[0.9984804,0.0001429787,0.0001050496,0.00009420202,0.0006639973,0.0005134003],"domain_scores_gemma":[0.9970627,0.0002381899,0.00002028728,0.0003006793,0.00002537656,0.002352773],"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":[0.0001568046,0.000185135,0.000497902,0.00003696309,0.0000140311,0.00004045677,0.001177562,2.696453e-7,0.0008240322,0.0005487741,0.9727969,0.02372121],"study_design_scores_gemma":[0.0003993008,0.0002599517,0.002299136,0.000006649886,0.00001015049,0.0001331888,0.001336234,0.00001077601,0.0003006175,0.0001159417,0.9950984,0.00002963225],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4749229,0.0006811396,0.00000702497,0.5060249,0.000439571,0.0003860837,0.000004281228,0.00003706033,0.01749702],"genre_scores_gemma":[0.9140083,0.00004446001,0.00008298248,0.07103036,0.0003996846,0.0001590084,0.000007185157,0.00001266622,0.01425531],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4390855,"threshold_uncertainty_score":0.9986597,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1496007470744399,"score_gpt":0.4375751006993513,"score_spread":0.2879743536249114,"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."}}