{"id":"W1983931116","doi":"10.1186/gb-2007-8-11-320","title":"Shaken not stirred: a global research cocktail served in Hinxton","year":2007,"lang":"en","type":"article","venue":"Genome Biology","topic":"Nutrition, Genetics, and Disease","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Research in Immunology and Cancer","funders":"Cancer Research UK; Wellcome Trust","keywords":"Spring (device); Library science; Engineering; Computer science; Mechanical engineering","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":[0.0009745076,0.0001651777,0.0001841808,0.0001166896,0.00009169321,0.00001718348,0.0003421531,0.0003439125,0.00006805609],"category_scores_gemma":[0.0001554365,0.0001709262,0.00007954175,0.0002671684,0.0002486192,0.000002412304,0.0002291339,0.0001387337,0.00006653595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008463428,"about_ca_system_score_gemma":0.0001624313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002400125,"about_ca_topic_score_gemma":0.001543998,"domain_scores_codex":[0.9980912,0.0001892815,0.0003171941,0.0005660827,0.0001116287,0.0007246597],"domain_scores_gemma":[0.9990844,0.00002776639,0.00004849762,0.0004380128,0.0001855008,0.0002158869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001258215,0.0003249717,0.1397247,0.00004052973,0.000042025,0.00004029039,0.00007361905,0.00001358619,0.8521793,0.0008190744,0.001888924,0.003594755],"study_design_scores_gemma":[0.003379292,0.001240942,0.7273811,0.00001378625,0.00001503883,0.00003104075,0.0002622674,0.0000107083,0.04269324,0.0065099,0.2179087,0.0005540593],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926394,0.003546614,0.0003156639,0.0005637917,0.000219978,0.0002818166,0.0001847754,0.00001640633,0.00223162],"genre_scores_gemma":[0.9970472,0.0003728113,0.0004277132,0.0005073404,0.0005664155,0.00002390766,0.0006195707,0.00001622247,0.0004187765],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.809486,"threshold_uncertainty_score":0.6970167,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05402274029381451,"score_gpt":0.3783568904571094,"score_spread":0.3243341501632949,"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."}}