{"id":"W4242596099","doi":"10.1016/j.cub.2011.01.009","title":"Rosie Redfield","year":2011,"lang":"en","type":"article","venue":"Current Biology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Biology; Watson; Library science; Computer science; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0001987476,0.0001300267,0.0001263498,0.00005509765,0.00005480837,0.000008232967,0.0003350604,0.0002113226,0.0002076427],"category_scores_gemma":[0.0001949136,0.0001032091,0.00008461262,0.00006620176,0.0002724289,0.000001868284,0.0002299942,0.0001453878,0.0001689566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006284086,"about_ca_system_score_gemma":0.00006890087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001230158,"about_ca_topic_score_gemma":0.00001153066,"domain_scores_codex":[0.998985,0.0000479811,0.000235823,0.0002555992,0.00008683226,0.0003887698],"domain_scores_gemma":[0.999348,0.000009805054,0.00005520055,0.0003383177,0.00008161341,0.0001670337],"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":[0.0002800189,0.0005537079,0.04355499,0.0001399047,0.0001273981,0.000004239289,0.0005029591,3.023358e-7,0.3061119,0.003260694,0.06353267,0.5819312],"study_design_scores_gemma":[0.0006808739,0.001228163,0.009419207,0.0000176796,0.00001514191,0.00001399606,0.00009234393,0.00004608875,0.1715426,0.001961826,0.8146178,0.0003642225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9085613,0.009021618,0.01794057,0.0004695293,0.004704529,0.000657615,0.0001152532,0.00008558147,0.05844396],"genre_scores_gemma":[0.9952509,0.002256593,0.001066736,0.0002353557,0.0004587096,0.00002039451,0.0002456187,0.00001176032,0.0004539811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7510852,"threshold_uncertainty_score":0.4208744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06691678403512882,"score_gpt":0.3318952824637427,"score_spread":0.2649784984286139,"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."}}