{"id":"W2921247036","doi":"10.7554/elife.45379","title":"Minimal cells, maximal knowledge","year":2019,"lang":"en","type":"article","venue":"eLife","topic":"Protein Structure and Dynamics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Novo Nordisk Fonden","keywords":"Computational biology; Cell biology; Chemistry; Computer science; Biology","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":[0.00005545899,0.00009313035,0.00008136311,0.00001556811,0.00002372214,0.00001083832,0.0001352945,0.0001118834,0.00007416835],"category_scores_gemma":[0.000009903285,0.00008534917,0.00005731468,0.00003512292,0.00002281926,0.000001415664,0.00009814832,0.00005857714,0.0003803633],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005439716,"about_ca_system_score_gemma":0.00004967856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003299436,"about_ca_topic_score_gemma":0.000007448788,"domain_scores_codex":[0.9994501,0.00001517573,0.00009012043,0.0002090493,0.00007013406,0.0001654409],"domain_scores_gemma":[0.9996236,0.000003059543,0.0000267459,0.0002550263,0.00003819083,0.00005339855],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00005220573,0.00002568313,0.002917812,0.00001589372,0.00001972311,0.000001762625,0.00002799251,0.00001252446,0.9877803,0.0003167481,0.006801599,0.002027806],"study_design_scores_gemma":[0.0004201248,0.0002038837,0.003282647,0.000004816407,0.00000633887,0.000009396365,0.00002155548,0.0001553792,0.6090448,0.00004063345,0.3866228,0.0001875389],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9761653,0.0008672902,0.0004106887,0.00003098186,0.0003845786,0.0001169576,0.00001237983,0.00001338897,0.02199845],"genre_scores_gemma":[0.9919323,0.00004238226,0.00133975,0.0002811378,0.000335766,0.000005043566,0.00004940453,0.00001515156,0.005999063],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3798212,"threshold_uncertainty_score":0.4888927,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004442030013163614,"score_gpt":0.2241516916535737,"score_spread":0.2197096616404101,"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."}}