{"id":"W1993576854","doi":"10.1038/nbt0309-232","title":"BIO and the next generation","year":2009,"lang":"en","type":"letter","venue":"Nature Biotechnology","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"International Development Research Centre; Canadian Institutes of Health Research; Genome Canada; Ontario Genomics; Ontario Genomics Institute; Bill and Melinda Gates Foundation","keywords":"Computational biology; Business; Computer science; Chemistry; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004611019,0.0007188705,0.0007685492,0.000648926,0.003843643,0.006672603,0.001230361,0.06192866,0.01746167],"category_scores_gemma":[0.01176145,0.000494906,0.0009568417,0.0003447004,0.004972578,0.006758039,0.003467114,0.03638991,0.008720386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003652117,"about_ca_system_score_gemma":0.004347042,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006042382,"about_ca_topic_score_gemma":0.01611594,"domain_scores_codex":[0.9959809,0.001158186,0.0001466525,0.0004187225,0.001726619,0.000569038],"domain_scores_gemma":[0.9957882,0.002475186,0.0002172737,0.0002214874,0.0003647092,0.0009332469],"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":[0.0000671113,0.00003595112,0.0001599109,0.00004012688,0.000009336521,0.0003820517,0.000105695,0.00005799891,0.0002339222,0.03983404,0.9441306,0.01494315],"study_design_scores_gemma":[0.00003128193,0.00003007768,0.0002310536,0.00008358275,0.000005878255,0.0001789057,0.0001728609,0.0001487275,0.00009281744,0.02797666,0.9710299,0.00001827189],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0003764844,0.008599441,0.0004269308,0.9360637,0.0213269,0.00001832929,0.00006110025,0.00004331599,0.03308376],"genre_scores_gemma":[0.003933661,0.001911784,0.0002781244,0.9450999,0.01171912,0.00003288553,0.00002034808,0.00001455813,0.03698956],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.06192866,"threshold_uncertainty_score":0.05841517,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05166547558304946,"score_gpt":0.2624398412229137,"score_spread":0.2107743656398642,"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."}}