{"id":"W4400405440","doi":"10.7551/mitpress/2022.003.0001","title":"Preface","year":2000,"lang":"en","type":"other","venue":"Computational Molecular Biology","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004126667,0.0003088981,0.0003209925,0.0003614506,0.0000243054,0.00001261183,0.0003064406,0.0004475069,0.007954873],"category_scores_gemma":[0.00001701586,0.0003195431,0.0001171105,0.0001811143,0.0002016653,0.000007042535,0.00006471424,0.0001861529,0.01864849],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002951535,"about_ca_system_score_gemma":0.0001185611,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003059557,"about_ca_topic_score_gemma":0.00000727424,"domain_scores_codex":[0.998651,0.0001989713,0.0001933314,0.0005325286,0.000143819,0.0002803357],"domain_scores_gemma":[0.9994214,0.00004124351,0.0001582108,0.0002770463,0.00002390561,0.00007814843],"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":[0.00001735334,0.00006510597,0.00003412925,0.00001868041,0.0002698831,0.00005087317,0.000008119619,0.004119704,0.00142279,0.0489088,0.9427996,0.002284996],"study_design_scores_gemma":[0.0003773124,0.00004971695,0.00005794969,0.00003750866,0.00003111978,0.00003327638,5.216538e-7,0.0003896664,0.00002397692,0.08784588,0.9107807,0.0003723175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00004840003,0.002405487,0.08248006,0.00007060028,0.0002160519,0.0003271396,0.000686391,0.0005860722,0.9131798],"genre_scores_gemma":[0.02579083,0.0000274017,0.06912536,0.002064459,0.0007978206,0.0001391692,0.01800577,0.004344437,0.8797048],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03893707,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00833996849236624,"score_gpt":0.2953884997568969,"score_spread":0.2870485312645307,"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."}}