{"id":"W3169527615","doi":"10.3389/fmolb.2021.671011","title":"Automatic Bayesian Weighting for SAXS Data","year":2021,"lang":"en","type":"article","venue":"Frontiers in Molecular Biosciences","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; Lunenfeld-Tanenbaum Research Institute","funders":"Ministère de l'Enseignement Supérieur et de la Recherche; Fondation pour la Recherche Médicale","keywords":"Small-angle X-ray scattering; Computer science; Biological system; Scattering; Physics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007905313,0.001090642,0.001409356,0.002239343,0.001025626,0.001839246,0.002476783,0.001527357,0.002688496],"category_scores_gemma":[0.0195583,0.001248925,0.001195828,0.001918422,0.0007993969,0.003089106,0.002377288,0.002186337,0.001289061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002409014,"about_ca_system_score_gemma":0.002891236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004767913,"about_ca_topic_score_gemma":0.007619082,"domain_scores_codex":[0.9964368,0.001247778,0.0002534928,0.0005653209,0.001286417,0.0002101794],"domain_scores_gemma":[0.9924505,0.003590457,0.0008923092,0.001262999,0.00151669,0.0002869199],"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":[0.000428335,0.0002549332,0.005369611,0.0002983778,0.0001677669,0.0001545515,0.0002734815,0.6498237,0.0322837,0.06259365,0.004718015,0.2436339],"study_design_scores_gemma":[0.0000113039,0.00001597733,0.0003316469,0.000009421242,0.000007057678,0.00001785204,0.00001036813,0.9811752,0.003074963,0.01397212,0.001355734,0.00001815133],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01479999,0.00009385865,0.9834887,0.0001272071,0.00002522572,0.00006558892,0.0001450608,0.0008186844,0.0004356519],"genre_scores_gemma":[0.1762344,0.0002783484,0.8184373,0.0001908179,0.00004937684,0.0003713726,0.001800343,0.0008679722,0.001770049],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.007905313,"threshold_uncertainty_score":0.04180783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01333251247512946,"score_gpt":0.2562116375182026,"score_spread":0.2428791250430732,"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."}}