{"id":"W6931497753","doi":"10.5281/zenodo.5070199","title":"JuliaDiff/ChainRules.jl: v0.8.21","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Prenatal Screening and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Invenia (Canada)","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; 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":[0.003713395,0.005986212,0.002410968,0.003605809,0.002289145,0.008034187,0.009109177,0.005982193,0.5887446],"category_scores_gemma":[0.01321847,0.007102651,0.003855655,0.001972708,0.00156995,0.009052594,0.008844203,0.005536984,0.6481787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003790625,"about_ca_system_score_gemma":0.002110546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01380927,"about_ca_topic_score_gemma":0.01108747,"domain_scores_codex":[0.9963753,0.0004303733,0.0003522398,0.0009233098,0.001346605,0.0005722239],"domain_scores_gemma":[0.9916565,0.002249955,0.0002268976,0.003030674,0.002314735,0.0005212375],"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":[0.0002100035,0.00005872327,0.0005982603,0.000526929,0.00003637951,0.0001005585,0.000161253,0.000334127,0.001504274,0.005627328,0.9675142,0.02332803],"study_design_scores_gemma":[0.00014005,0.00002366923,0.0005030432,0.0001558023,0.00002080231,0.0001615689,0.00005755885,0.001750878,0.008569527,0.006486796,0.9820138,0.0001165834],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0008286826,0.0003351736,0.05831128,0.0006590883,0.001208083,0.0004728509,0.06173489,0.7692232,0.1072267],"genre_scores_gemma":[0.006559192,0.0004219512,0.01928994,0.001083954,0.0003492995,0.0005278157,0.09822091,0.7636945,0.1098524],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5887446,"threshold_uncertainty_score":0.5866058,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03864436716076102,"score_gpt":0.2663179095602821,"score_spread":0.2276735423995211,"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."}}