{"id":"W6930423134","doi":"10.5281/zenodo.12588054","title":"JSOSuite.jl: One stop solutions for all things optimization","year":2024,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Forensic and Genetic Research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Documentation; Limit (mathematics); Workflow; Code refactoring; Selection (genetic algorithm); Time limit","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002320835,0.00467361,0.001911658,0.002307459,0.001241846,0.005400849,0.005310721,0.00304431,0.4449547],"category_scores_gemma":[0.01224565,0.003692371,0.004469443,0.002143305,0.0007982566,0.006306184,0.005615828,0.004963574,0.376221],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001552834,"about_ca_system_score_gemma":0.002600635,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006651429,"about_ca_topic_score_gemma":0.008107466,"domain_scores_codex":[0.9982985,0.000202938,0.0001626318,0.0002878568,0.0007690529,0.000279011],"domain_scores_gemma":[0.9967195,0.001150679,0.0001378552,0.0007831017,0.0009896115,0.0002191717],"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":[0.0001369951,0.00003236344,0.0002179414,0.0007269725,0.00004453433,0.00008123343,0.0001475308,0.0009720344,0.00107751,0.006579952,0.9476489,0.04233401],"study_design_scores_gemma":[0.0003022078,0.00004934621,0.0004544729,0.0003248614,0.00004356026,0.0002014421,0.00008553576,0.007899966,0.005517466,0.01426352,0.970746,0.0001116286],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005699074,0.000432442,0.1452385,0.0006131817,0.0007305254,0.0002142731,0.03233486,0.7644304,0.05543583],"genre_scores_gemma":[0.005656135,0.0004895427,0.1117284,0.0008787633,0.0001911695,0.000565136,0.04965709,0.7795179,0.0513157],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4449547,"threshold_uncertainty_score":0.7917048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03946988904357117,"score_gpt":0.2689525282891731,"score_spread":0.2294826392456019,"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."}}