{"id":"W4392108174","doi":"10.15173/m.v1i30.1875","title":"MedBulletin","year":2018,"lang":"ar","type":"article","venue":"The Meducator","topic":"Health and Medical Research Impacts","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Peer review; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.005119771,0.0002278924,0.0003743879,0.0001075402,0.0004339514,0.00003802397,0.0004954864,0.0001796963,0.02459002],"category_scores_gemma":[0.0804276,0.0001243871,0.0001061095,0.0004610787,0.001529186,0.00003456758,0.0001348925,0.000935703,0.06061113],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002970613,"about_ca_system_score_gemma":0.01674309,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004273333,"about_ca_topic_score_gemma":0.00002223764,"domain_scores_codex":[0.9954064,0.0004502066,0.0004088701,0.0003303736,0.001212756,0.002191423],"domain_scores_gemma":[0.9850002,0.001120883,0.0001038982,0.001151726,0.00033543,0.01228785],"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":[0.0002939393,0.0002690534,0.0003556123,0.0002093899,0.00006793004,0.0000335485,0.005398011,4.96244e-9,0.0007604504,0.0005444738,0.9339296,0.05813803],"study_design_scores_gemma":[0.0009703863,0.001648014,0.00306508,0.0004451235,0.00009328968,0.00006215415,0.00225437,0.00003585839,0.003235847,0.0001797404,0.9878786,0.0001315821],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3119346,0.004441085,0.00002173398,0.5911481,0.004335258,0.0009392755,0.00001353122,0.00006152321,0.08710483],"genre_scores_gemma":[0.8610231,0.001224775,0.0001433606,0.08132625,0.01444134,0.00004129075,0.000006363855,0.00004952968,0.04174396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5490885,"threshold_uncertainty_score":0.988831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1834112844979661,"score_gpt":0.473426571559466,"score_spread":0.2900152870614999,"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."}}