{"id":"W4247168761","doi":"10.1029/eost2009eo25","title":"Eos, Transactions, American Geophysical Union Volume 90, Number 25, 23 June 2009","year":2009,"lang":"en","type":"article","venue":"Eos","topic":"Diverse Approaches in Healthcare and Education Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Cambridge; Smithsonian Institution","keywords":"Volume (thermodynamics); Citation; Geophysics; Computer science; Library science; Geology; Physics; Thermodynamics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001210202,0.0007501663,0.0006343008,0.001453105,0.001245636,0.004402992,0.000713271,0.00156867,0.1099939],"category_scores_gemma":[0.002543428,0.0003957568,0.000396678,0.002357538,0.001007166,0.001638637,0.001659861,0.002450293,0.04194135],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001841281,"about_ca_system_score_gemma":0.00410532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03675478,"about_ca_topic_score_gemma":0.07980179,"domain_scores_codex":[0.9992803,0.00008070559,0.00005562818,0.00007525387,0.0004539328,0.00005416292],"domain_scores_gemma":[0.9989467,0.00009853236,0.00005887891,0.0001712933,0.000632123,0.00009259765],"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":[0.0001237655,0.00002407309,0.002574034,0.0001788912,0.00002815291,0.00009946049,0.0000800737,0.000404418,0.0006641494,0.0033745,0.9297948,0.06265363],"study_design_scores_gemma":[0.00001269018,0.00001046493,0.003029929,0.00009476111,0.000009135515,0.00004199937,0.0001547037,0.0001733047,0.0002579114,0.001045924,0.9951625,0.000006680857],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.009745982,0.02149448,0.004231841,0.03153826,0.04044032,0.0001542451,0.02071067,0.001254975,0.8704293],"genre_scores_gemma":[0.07063101,0.02243035,0.005603511,0.003513198,0.004193351,0.00007977778,0.01777759,0.001086147,0.874685],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8900061,"threshold_uncertainty_score":0.3679664,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03189589336940275,"score_gpt":0.3296824895484847,"score_spread":0.2977865961790819,"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."}}