{"id":"W6931616571","doi":"10.5281/zenodo.8256538","title":"KnetNLPModels.jl","year":2022,"lang":"ko","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Wood Treatment and Properties","field":"Engineering","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":[0.001448164,0.003775571,0.002336501,0.002561224,0.0008679731,0.004791337,0.004859068,0.002798187,0.3709204],"category_scores_gemma":[0.00438254,0.002892668,0.004122521,0.002160768,0.0005697102,0.005016176,0.002678836,0.004219411,0.2813807],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001475413,"about_ca_system_score_gemma":0.001923425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008257829,"about_ca_topic_score_gemma":0.01044557,"domain_scores_codex":[0.9989991,0.0001495788,0.00008629765,0.000234886,0.0003881434,0.000142006],"domain_scores_gemma":[0.9985592,0.0006279229,0.00009498666,0.0003424136,0.0002838275,0.00009165896],"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":[0.0001450765,0.00008778089,0.0006341949,0.001321892,0.0001882321,0.0001364431,0.0001065719,0.01646878,0.001222622,0.04659016,0.8921762,0.04092203],"study_design_scores_gemma":[0.0001563321,0.00001843366,0.0002500186,0.0001918254,0.00006974096,0.0001354509,0.00002223596,0.03545573,0.002171024,0.03393367,0.9275242,0.00007133526],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"other","genre_scores_codex":[0.001097056,0.0009062146,0.2339865,0.0006723374,0.0004353463,0.0001803813,0.1909473,0.4784773,0.09329761],"genre_scores_gemma":[0.0205655,0.001913919,0.1381986,0.001117515,0.0002301092,0.001354891,0.3529745,0.4086086,0.07503629],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6290796,"threshold_uncertainty_score":0.8973056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03143075964269875,"score_gpt":0.2086022174245683,"score_spread":0.1771714577818696,"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."}}