{"id":"W4214518054","doi":"10.2345/0899-8205-45.3.168","title":"The Roundup","year":2011,"lang":"en","type":"article","venue":"Biomedical Instrumentation & Technology","topic":"Healthcare Technology and Patient Monitoring","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001832336,0.00009557491,0.0001325653,0.0002591196,0.0002578567,0.000005396813,0.0001742784,0.000395927,0.0001082211],"category_scores_gemma":[0.0001666772,0.00006461585,0.00003569288,0.0005933019,0.0007752014,0.00004736198,0.00006406679,0.0003784436,0.0001518278],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009087283,"about_ca_system_score_gemma":0.00009314212,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004495996,"about_ca_topic_score_gemma":0.00001082532,"domain_scores_codex":[0.9989944,0.00002254577,0.0003014591,0.0001904095,0.0001898691,0.0003013015],"domain_scores_gemma":[0.9994077,0.00003540807,0.00008068166,0.0003126909,0.00006187551,0.0001016605],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001027748,0.0001580204,0.09689662,0.00002038923,0.00006308618,0.00004439153,0.0002206025,2.925663e-9,0.002749224,0.03715647,0.0008459524,0.8617424],"study_design_scores_gemma":[0.005981034,0.006141634,0.2226086,0.0002853671,0.0001954822,0.001244377,0.009139533,0.0001141634,0.1624532,0.04988452,0.541321,0.0006310644],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9802656,0.0001925547,0.000793583,0.01401458,0.0008044502,0.0003217176,0.000001799102,0.0006903815,0.002915395],"genre_scores_gemma":[0.9965013,0.0001122999,0.002738321,0.0002763066,0.0000698779,0.00007968111,0.00001281913,0.00001050843,0.0001988879],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8611114,"threshold_uncertainty_score":0.3053752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06650123756084941,"score_gpt":0.3292431638335555,"score_spread":0.2627419262727061,"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."}}