{"id":"W4255078652","doi":"10.1101/sqb.2006.71.067","title":"Cold Spring Harbor Symposia On Quantitative Biology Volume Lxxi","year":2006,"lang":"en","type":"article","venue":"Cold Spring Harbor Symposia on Quantitative Biology","topic":"Genetics, Bioinformatics, and Biomedical Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Berkeley National Laboratory; National Institute of Child Health and Human Development; National Cancer Institute; National Research Council Canada; School of Medicine, Johns Hopkins University; University of California, San Francisco; University of California, Santa Barbara; School of Medicine, Stanford University; Directorate for Biological Sciences; National Institutes of Health; Pfizer; University of California, Los Angeles; Stockholms Universitet; Hebrew University of Jerusalem; Hirosaki University; Universität Bielefeld; Department of Biotechnology, Government of West Bengal; Medizinische Universität Wien; Alnylam Pharmaceuticals; Université de Liège; Ohio State University; Université de Montréal; University of Pittsburgh; Tel Aviv University; Solar Energy Technologies Office; Lunds Universitet; Universität Wien; Inha University; University of Ulsan; RIKEN; Universiteit van Amsterdam; Beckman Research Institute, City of Hope; Memorial Sloan-Kettering Cancer Center; Wellcome Trust; Cancer Research UK; University of North Carolina at Chapel Hill; Harvard University; PTC Therapeutics; McGill University; Massachusetts General Hospital; University of Minnesota; Case Western Reserve University; National Institute of Allergy and Infectious Diseases; St. Jude Children's Research Hospital; School of Medicine, University of Connecticut; University of Connecticut; Japan Science and Technology Agency; Virginia Polytechnic Institute and State University; Amgen; University of Pennsylvania; Novartis Institutes for BioMedical Research; Massachusetts Institute of Technology; Seoul National University; Yale University; Uppsala Universitet; Rigshospitalet; Johns Hopkins University; Princeton University","keywords":"Spring (device); Quantitative biology; Volume (thermodynamics); Oceanography; Biology; Computational biology; Geology; Physics; Thermodynamics","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003589485,0.001737661,0.001520853,0.001919985,0.001005394,0.002704155,0.001264337,0.002140839,0.1287286],"category_scores_gemma":[0.003901325,0.0008777396,0.001107862,0.001541507,0.001561728,0.0019775,0.001750064,0.005602017,0.05368971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002068971,"about_ca_system_score_gemma":0.002301798,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002925033,"about_ca_topic_score_gemma":0.005869797,"domain_scores_codex":[0.9987466,0.0002326488,0.000111808,0.0001959632,0.0006002093,0.0001127884],"domain_scores_gemma":[0.9980172,0.000339931,0.000105193,0.0002613141,0.0008238377,0.0004524533],"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":[0.00009293558,0.00005720442,0.0003987385,0.0002548212,0.00005273487,0.00008104594,0.00006141963,0.000298037,0.00216064,0.02143579,0.8624434,0.1126634],"study_design_scores_gemma":[0.00001676782,0.00002683515,0.0007676327,0.0001432012,0.00001428421,0.00006788054,0.00001863085,0.0002132973,0.0003098843,0.005008791,0.9934006,0.00001231477],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.002208188,0.258494,0.05919698,0.06674868,0.2120889,0.0004779021,0.004552241,0.002527637,0.3937055],"genre_scores_gemma":[0.01773974,0.120715,0.02531887,0.01697307,0.06299921,0.001046965,0.006035359,0.0008531858,0.7483186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8712714,"threshold_uncertainty_score":0.4306399,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02144386398160716,"score_gpt":0.2985820444752357,"score_spread":0.2771381804936286,"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."}}