{"id":"W4214715666","doi":"10.1090/dimacs/061","title":"Bioconsensus","year":2003,"lang":"en","type":"book","venue":"DIMACS series in discrete mathematics and theoretical computer science","topic":"Biomedical and Chemical Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00107617,0.001036136,0.001199626,0.002117454,0.001455035,0.002929697,0.002352989,0.001063468,0.2328087],"category_scores_gemma":[0.00470989,0.0006345263,0.0008449077,0.002710936,0.0006862391,0.002344844,0.002167933,0.001503254,0.1886449],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000781854,"about_ca_system_score_gemma":0.001599323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003583526,"about_ca_topic_score_gemma":0.006762996,"domain_scores_codex":[0.9990849,0.0001406493,0.00006432675,0.0002987972,0.0003253251,0.00008586847],"domain_scores_gemma":[0.99794,0.0005035528,0.00006685522,0.0008465291,0.0004632956,0.0001798121],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00008866807,0.00001759856,0.0001565402,0.0001417006,0.00001283875,0.0000428086,0.00003164031,0.00030069,0.0006522934,0.01514067,0.8830759,0.1003386],"study_design_scores_gemma":[0.00004200057,0.00001701225,0.0003107189,0.00006195258,0.00001888467,0.0001501646,0.00004049426,0.002047801,0.001664652,0.03488776,0.9607401,0.0000184717],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00367017,0.007470243,0.09752809,0.009289547,0.007492003,0.0002251382,0.05855361,0.09157977,0.7241914],"genre_scores_gemma":[0.04600941,0.004911769,0.1213645,0.007289663,0.002531538,0.0007572027,0.1654817,0.03624194,0.6154122],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2328087,"threshold_uncertainty_score":0.7788226,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01303050890325409,"score_gpt":0.2860274778890046,"score_spread":0.2729969689857505,"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."}}