{"id":"W6931067010","doi":"10.5281/zenodo.4603941","title":"NLPModelsModifiers.jl","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Molecular Biology Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","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":[],"category_scores_codex":[0.004996073,0.003726059,0.001743735,0.002558375,0.001058304,0.00535969,0.005413525,0.003298054,0.3739057],"category_scores_gemma":[0.01404328,0.003465928,0.004218433,0.001682636,0.00101713,0.007521874,0.00586632,0.004707092,0.1910258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001676626,"about_ca_system_score_gemma":0.002036286,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004524775,"about_ca_topic_score_gemma":0.005356448,"domain_scores_codex":[0.9978283,0.000498121,0.0002898742,0.0005543432,0.0006472247,0.0001821666],"domain_scores_gemma":[0.9958684,0.002452412,0.0001844608,0.000974192,0.0004006981,0.0001198189],"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":[0.0005020821,0.0001094103,0.0008527755,0.002974148,0.0002312939,0.0004324027,0.0005304081,0.007960373,0.003767136,0.1171993,0.6885152,0.1769255],"study_design_scores_gemma":[0.000240545,0.00002254243,0.000190261,0.0004135796,0.00006782154,0.0002328263,0.00004450561,0.02398316,0.005722154,0.05365621,0.9153426,0.00008370978],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.0006022337,0.0004269994,0.4906971,0.0007643731,0.0005226903,0.0003091216,0.04954128,0.4222042,0.03493204],"genre_scores_gemma":[0.03045711,0.001972011,0.355005,0.001507868,0.0005722896,0.001479772,0.1340031,0.3951151,0.07988773],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.3739057,"threshold_uncertainty_score":0.8930476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02565035634126205,"score_gpt":0.2629171804794107,"score_spread":0.2372668241381486,"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."}}