{"id":"W7132668929","doi":"","title":"Preface","year":2018,"lang":"en","type":"article","venue":"Pure Amsterdam UMC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002187148,0.0001759704,0.0001588563,0.00008151774,0.0001321329,0.00007116419,0.0003508333,0.00008086825,0.001474342],"category_scores_gemma":[0.00006972471,0.0001580532,0.00006374415,0.0003093446,0.0002091948,0.0002382947,0.0001471637,0.0001270237,0.09512624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006539345,"about_ca_system_score_gemma":0.00003280082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001771568,"about_ca_topic_score_gemma":0.000103238,"domain_scores_codex":[0.9986672,0.00006422754,0.0001803662,0.0003456773,0.0003018143,0.0004407095],"domain_scores_gemma":[0.9989917,0.00002823253,0.00007926256,0.0006334981,0.0001272266,0.0001400849],"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":[0.0002969399,0.0003451552,0.03883194,0.00006801265,0.0001533891,0.00004325107,0.003519125,0.000006531783,0.109203,0.005353215,0.8210146,0.02116478],"study_design_scores_gemma":[0.0009061921,0.0003075332,0.04299462,0.00004025474,0.0000525889,0.00005428565,0.00008715606,0.0002860456,0.03281736,0.002098617,0.91987,0.0004853492],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7122158,0.0001610716,0.0003066269,0.0006435164,0.0006930074,0.0003501864,0.00005169405,0.0007499356,0.2848281],"genre_scores_gemma":[0.9884225,0.000001273112,0.0009147867,0.0004684378,0.000871392,0.00002297777,0.00001178338,0.00009728457,0.009189567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2762066,"threshold_uncertainty_score":0.9994385,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01769778157923894,"score_gpt":0.2768874063007796,"score_spread":0.2591896247215406,"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."}}