{"id":"W4231249013","doi":"10.15173/m.v1i37.2498","title":"MedBulletin","year":2020,"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":["insufficient_payload"],"category_scores_codex":[0.0005612769,0.00005479879,0.0001236646,0.00001475077,0.00005396056,0.000006412013,0.0001089632,0.00003090335,0.002411307],"category_scores_gemma":[0.03146325,0.00002780718,0.0000375454,0.0001594996,0.00009080696,0.00001063435,0.00002859065,0.0003089022,0.001938808],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003590719,"about_ca_system_score_gemma":0.002983604,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002239651,"about_ca_topic_score_gemma":4.389667e-7,"domain_scores_codex":[0.9988845,0.00005498398,0.0001084761,0.0001000526,0.0003929008,0.0004591071],"domain_scores_gemma":[0.9937778,0.0001878397,0.00001646265,0.0001850363,0.00003842232,0.005794412],"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":[0.0001720089,0.00005949048,0.0005110761,0.0001179476,0.00001541724,0.00003129434,0.002049236,3.442343e-8,0.002346735,0.000296288,0.9678919,0.02650853],"study_design_scores_gemma":[0.0004522981,0.0002447798,0.002299207,0.00002517205,0.00001355621,0.00002181548,0.000486232,0.00002757415,0.001927971,0.00003549277,0.9944329,0.00003303112],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2011183,0.0004117936,0.00003553505,0.7863428,0.0001092522,0.0002658175,0.000001218033,0.0000408827,0.01167438],"genre_scores_gemma":[0.7762764,0.00009295729,0.000185599,0.221116,0.0009642365,0.00001745719,0.000002669922,0.0000107984,0.0013339],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5751581,"threshold_uncertainty_score":0.9988383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2676227981893802,"score_gpt":0.4466108679698184,"score_spread":0.1789880697804381,"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."}}