{"id":"W4406565630","doi":"10.1016/j.endend.2011.08.044","title":"10.1016/j.endend.2011.08.044","year":2000,"lang":"en","type":"article","venue":"Time to knit","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Beta sheet; Computational biology; Computer science; Protein structure; Chemistry; Biology; Biochemistry","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001293935,0.000150425,0.0001168228,0.00003594781,0.00006518586,0.00002962911,0.0002649513,0.0001191745,0.9862634],"category_scores_gemma":[0.00004540755,0.0001461289,0.00006489716,0.00005542989,0.00003296877,0.000003577915,0.00008561822,0.0001091813,0.9841026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009970252,"about_ca_system_score_gemma":0.00002862756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000661195,"about_ca_topic_score_gemma":2.198733e-7,"domain_scores_codex":[0.9991924,0.00003353087,0.0001869112,0.0001976361,0.0001329587,0.0002566155],"domain_scores_gemma":[0.9993748,0.00000852721,0.00003838485,0.0004179105,0.00003654135,0.0001238288],"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":[0.0001154083,0.00004608484,0.000001957745,0.00001501334,0.00004003779,0.000002681086,0.0000209003,0.0005023259,0.002930314,0.000001233912,0.5633386,0.4329854],"study_design_scores_gemma":[0.0002244276,0.0002598955,0.00004654553,0.000005272839,0.000009932612,0.00002470982,8.694453e-7,0.0003931054,0.001966455,0.000002126827,0.9968687,0.0001979623],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00381185,0.00006529932,0.00001438435,0.000168609,0.000002608621,0.0001198632,0.00001691143,0.00004657983,0.9957539],"genre_scores_gemma":[0.000770367,0.000001017349,0.0008673838,0.0001352414,0.0002008698,0.00001055182,0.0001341114,0.0000263596,0.9978541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4335301,"threshold_uncertainty_score":0.5958964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003051698868559565,"score_gpt":0.1823204325760364,"score_spread":0.1792687337074768,"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."}}