{"id":"W2329050031","doi":"10.1108/09504120810872184","title":"BiologyBrowser","year":2008,"lang":"en","type":"article","venue":"Reference Reviews","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004239117,0.000163793,0.0004319296,0.00006295834,0.00009661513,0.000004994145,0.0002736766,0.00007540433,0.00130243],"category_scores_gemma":[0.0002539259,0.0001114529,0.00009637998,0.0003317561,0.0001196433,0.0001064869,0.00005050917,0.0001720298,0.1410023],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004566531,"about_ca_system_score_gemma":0.00004556944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001754734,"about_ca_topic_score_gemma":0.00001207621,"domain_scores_codex":[0.9986845,0.0002507277,0.0003698484,0.0002843876,0.0001077539,0.0003027611],"domain_scores_gemma":[0.9991294,0.00003030685,0.0001472693,0.0005430501,0.00004687289,0.0001030836],"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":[0.00004245684,0.0003113,0.05570163,0.0002827058,0.00005244478,0.00009386,0.0005232186,0.000001317487,0.05998239,0.01964273,0.6006355,0.2627304],"study_design_scores_gemma":[0.00009317208,0.00002665088,0.008428862,0.00006484502,0.00000828946,0.00009503827,0.000001980922,0.000003411339,0.0002731864,0.0001194848,0.9907363,0.0001487678],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4101553,0.1889029,0.0002420332,0.0002145294,0.0003320948,0.001743832,0.0000518169,0.0007199956,0.3976375],"genre_scores_gemma":[0.6922397,0.2893568,0.006950506,0.0008345175,0.0002538452,0.0002636771,0.00008928379,0.00009916502,0.009912496],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3901008,"threshold_uncertainty_score":0.9996105,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3353875269836299,"score_gpt":0.3618954409829576,"score_spread":0.02650791399932767,"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."}}