{"id":"W4392117779","doi":"10.15173/m.v1i32.1689","title":"Contributors","year":2018,"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":[0.0005084937,0.0000809284,0.00008569496,0.00003232641,0.0001701371,0.00002550985,0.0003427163,0.00002320197,0.002004793],"category_scores_gemma":[0.0003273928,0.00004624705,0.00003645951,0.0002314268,0.000362965,0.00004289701,0.00004552736,0.00007691533,0.08504812],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006732315,"about_ca_system_score_gemma":0.000121759,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005575849,"about_ca_topic_score_gemma":0.00002328473,"domain_scores_codex":[0.999265,0.00008551597,0.00009299949,0.0001178611,0.0001641758,0.0002745072],"domain_scores_gemma":[0.9992086,0.00009296103,0.00004539422,0.0004733211,0.00008773902,0.00009201372],"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":[0.00007533751,0.0001341024,0.005460796,0.000002990349,0.00007103993,0.00000149598,0.006408758,9.40335e-8,0.04025142,0.01676425,0.9292388,0.001590905],"study_design_scores_gemma":[0.0003016162,0.00006351971,0.02105797,0.000007456923,0.00003587019,0.00001613426,0.0007947278,0.00001350749,0.06194014,0.002030628,0.9135945,0.0001439139],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9779959,0.0001256762,0.000009051681,0.002506991,0.001283255,0.0001545525,0.0000199071,0.0001543904,0.01775027],"genre_scores_gemma":[0.994657,6.338739e-7,0.00006631936,0.0006318659,0.00146684,0.00002015653,0.00000244745,0.00003746742,0.003117314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08304332,"threshold_uncertainty_score":0.9989075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01396383585231868,"score_gpt":0.2962193611797631,"score_spread":0.2822555253274444,"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."}}