{"id":"W7132776025","doi":"","title":"Preface","year":2012,"lang":"en","type":"other","venue":"NPARC","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004812241,0.001044299,0.001435787,0.004509624,0.004127652,0.007682483,0.002611722,0.003411281,0.787343],"category_scores_gemma":[0.04381847,0.0005442628,0.0009662723,0.001903055,0.0008817145,0.003579442,0.003090874,0.00368532,0.7371559],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002283483,"about_ca_system_score_gemma":0.005718598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004017646,"about_ca_topic_score_gemma":0.01126929,"domain_scores_codex":[0.9954033,0.0006496318,0.0002569109,0.0004312587,0.002800218,0.0004587399],"domain_scores_gemma":[0.9447584,0.004197768,0.00117654,0.004144623,0.03735776,0.008364883],"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":[0.00000753995,0.000006293348,0.00001808999,0.00004881679,8.558166e-7,0.00001239864,0.000007758511,0.000005861354,0.0000212694,0.0002547675,0.9931919,0.006424262],"study_design_scores_gemma":[0.0000129442,0.000008688061,0.0002617873,0.0001171006,0.000002226165,0.00002604045,0.00004844042,0.00003852943,0.0000693523,0.0008377489,0.9985687,0.000008436778],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.0006969384,0.001275438,0.002379327,0.03345633,0.1161064,0.001483232,0.01880598,0.00430321,0.8214931],"genre_scores_gemma":[0.001453754,0.000441055,0.0008973605,0.002929146,0.00773186,0.0003361027,0.005099709,0.001273695,0.9798374],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.787343,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01930266838981016,"score_gpt":0.2606070929184759,"score_spread":0.2413044245286658,"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."}}