{"id":"W6969364483","doi":"10.5281/zenodo.4666463","title":"pyomeca/biorbd: PyVec","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Enzyme Structure and Function","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Python (programming language); 3d model; Robustness (evolution)","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000335681,0.0002205616,0.0002352919,0.0002587728,0.0008690339,0.0007466273,0.0008431738,0.0002082022,0.442879],"category_scores_gemma":[0.000242081,0.0002201488,0.0000704003,0.0003825701,0.0001500116,0.00008001608,0.0008536402,0.0002737093,0.02416009],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009775913,"about_ca_system_score_gemma":0.000005762536,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005219039,"about_ca_topic_score_gemma":0.00000228097,"domain_scores_codex":[0.9981434,0.0002664868,0.0002114226,0.0005928049,0.0004160696,0.000369839],"domain_scores_gemma":[0.9987988,0.000009913994,0.0001635736,0.0006408213,0.0002373641,0.0001495662],"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":[0.00001160185,0.00003156086,1.340939e-7,0.0001017944,0.00002105864,0.00005370011,0.0001258665,0.000002311381,0.0350479,0.001500644,0.952348,0.01075545],"study_design_scores_gemma":[0.0002249633,0.00007768771,0.00001594478,0.00009161251,0.00001913578,0.0002032581,0.0000724886,0.000005967305,0.003211924,0.00008190947,0.9957549,0.0002402365],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001896001,0.0005608218,0.001262648,0.0001562919,0.0007506469,0.0002668033,0.0003532651,0.001503242,0.9949567],"genre_scores_gemma":[0.007270105,0.0003408792,0.001309262,0.0004094523,0.002304281,7.776305e-8,0.007957716,0.01741804,0.9629902],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4187189,"threshold_uncertainty_score":0.9765997,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02646973732440482,"score_gpt":0.236646916693801,"score_spread":0.2101771793693962,"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."}}