{"id":"W4401769107","doi":"10.18280/isi.290419","title":"Using Neural Networks to Forecast the Configuration of Proteins","year":2024,"lang":"fr","type":"article","venue":"Ingénierie des systèmes d information","topic":"Machine Learning in Bioinformatics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Artificial neural network; Computer science; Artificial intelligence","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007139518,0.0006118139,0.0004044027,0.0007216742,0.0003069455,0.0008749907,0.0005690248,0.0008490915,0.001083801],"category_scores_gemma":[0.003952936,0.0003713247,0.0003021006,0.0005105421,0.0003702629,0.000925355,0.0003827195,0.0007175714,0.0003294623],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000763941,"about_ca_system_score_gemma":0.0004816073,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01024542,"about_ca_topic_score_gemma":0.007709431,"domain_scores_codex":[0.9997961,0.00005884115,0.00001475912,0.00005756257,0.0000410299,0.00003178725],"domain_scores_gemma":[0.9989895,0.000651472,0.0001049203,0.00004447475,0.0001756642,0.00003389487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006364763,0.00002148703,0.001290409,0.00001674508,0.00001527636,0.00002707554,0.00001169861,0.9674492,0.0008733058,0.0007042467,0.0002584612,0.0292685],"study_design_scores_gemma":[9.355021e-7,0.000002896714,0.00009131509,0.000001392703,8.81413e-7,0.000001863441,9.299142e-7,0.999341,0.0001446221,0.0003835518,0.00002926339,0.000001386304],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2541136,0.001257713,0.7388292,0.0005388337,0.00017063,0.00006673129,0.000244711,0.001175732,0.003602991],"genre_scores_gemma":[0.9373482,0.000454996,0.0596407,0.0000711385,0.00006344332,0.00006547214,0.0002985723,0.00003661893,0.002020901],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01024542,"threshold_uncertainty_score":0.02037156,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0174349582815805,"score_gpt":0.2657189968654543,"score_spread":0.2482840385838738,"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."}}