{"id":"W7080604447","doi":"10.5281/zenodo.17086341","title":"NLPModelsIpopt.jl","year":2025,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Liquation; Diafiltration; Emperipolesis; Triacetin; Fusible alloy","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":[0.001742761,0.002511645,0.001099023,0.001142558,0.0006475982,0.003138265,0.003144475,0.001959103,0.1539628],"category_scores_gemma":[0.004681236,0.002295398,0.002530027,0.0008137252,0.0006732993,0.003494212,0.004310245,0.002755643,0.08489082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001018696,"about_ca_system_score_gemma":0.001233114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002519331,"about_ca_topic_score_gemma":0.003350759,"domain_scores_codex":[0.9991599,0.0001519975,0.00008851499,0.0002215264,0.0002843959,0.00009356387],"domain_scores_gemma":[0.9985929,0.0005314065,0.00007203921,0.0005237017,0.0001723683,0.0001075824],"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":[0.001068306,0.0001379182,0.0009317388,0.001821531,0.00031205,0.0006736545,0.0003427085,0.01661547,0.01230613,0.04584601,0.7194996,0.2004449],"study_design_scores_gemma":[0.0004291726,0.00006349837,0.0005877361,0.0003447216,0.000105984,0.0005105141,0.00007101572,0.1367108,0.02860295,0.0498621,0.7825586,0.0001530063],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.001332796,0.0002481298,0.5034478,0.0002385165,0.0002531415,0.0001666591,0.01397731,0.4579675,0.02236824],"genre_scores_gemma":[0.05243601,0.0007359848,0.3042026,0.001367232,0.0001951941,0.00116793,0.05938927,0.5224385,0.0580674],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1539628,"threshold_uncertainty_score":0.515057,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02525396012847016,"score_gpt":0.2261856749222688,"score_spread":0.2009317147937987,"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."}}