{"id":"W6949785119","doi":"10.5281/zenodo.4926560","title":"NLPModelsModifiers.jl","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004757003,0.003856047,0.001748205,0.002708154,0.001060828,0.005504367,0.005241941,0.00326766,0.4282556],"category_scores_gemma":[0.0129774,0.00354088,0.003508763,0.001922033,0.001026256,0.007859431,0.006096918,0.004591239,0.2415166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001765474,"about_ca_system_score_gemma":0.002069963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005439043,"about_ca_topic_score_gemma":0.006373341,"domain_scores_codex":[0.9976629,0.0005561545,0.0002902704,0.0005262606,0.0007837876,0.000180602],"domain_scores_gemma":[0.9959831,0.002043423,0.0001894945,0.001172314,0.0004742854,0.0001372933],"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":[0.0003516153,0.00007507033,0.0005191578,0.001987624,0.0001436796,0.0002443019,0.000395547,0.003472235,0.003307538,0.07816225,0.7856418,0.1256993],"study_design_scores_gemma":[0.0001660986,0.00001736235,0.0001416815,0.0002533373,0.00004568162,0.0001510163,0.00003078508,0.01077597,0.004602783,0.02488459,0.9588735,0.00005725257],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0005687581,0.0004531031,0.3960826,0.0008663828,0.0005540003,0.0003614296,0.06986264,0.4637124,0.06753865],"genre_scores_gemma":[0.0210748,0.001581753,0.238241,0.001350165,0.000525496,0.001259798,0.1583857,0.4606451,0.1169363],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5717443,"threshold_uncertainty_score":0.8155239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05462744042526413,"score_gpt":0.261264170601925,"score_spread":0.2066367301766608,"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."}}