{"id":"W6931546697","doi":"10.5281/zenodo.5638743","title":"firedrakeproject/firedrake: an automated finite element system","year":2021,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Collagen: Extraction and Characterization","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Nucleofection; Gestational period; TSG101; Dysgeusia; Diafiltration; Liquation; Emperipolesis; Fusible alloy; Triacetin","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0005865651,0.0003059203,0.0003204755,0.0003756606,0.001322757,0.001558191,0.0009237647,0.0002295699,0.1655914],"category_scores_gemma":[0.0001980591,0.0003339245,0.00007363236,0.0006080277,0.00009429202,0.0001962031,0.0006739657,0.000216863,0.01317836],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000315487,"about_ca_system_score_gemma":0.00001774626,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007649118,"about_ca_topic_score_gemma":0.000004966288,"domain_scores_codex":[0.9970162,0.0006859471,0.0004260925,0.0008163124,0.0006064365,0.0004490011],"domain_scores_gemma":[0.9981034,0.00001416391,0.0003837551,0.0008493453,0.0004139813,0.0002353664],"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":[0.0000396734,0.0002568641,5.286469e-7,0.0005349459,0.0000529426,0.00008894328,0.0006212104,0.00004893338,0.1117613,0.0008315294,0.8673341,0.01842911],"study_design_scores_gemma":[0.0003741704,0.0001084106,0.00006825371,0.0002191551,0.00002902695,0.0001251673,0.0004450518,0.003227752,0.001680323,0.00000185888,0.9933707,0.0003501017],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001800211,0.0002259833,0.003453464,0.000211362,0.001055449,0.001229586,0.001677192,0.01329057,0.9770562],"genre_scores_gemma":[0.209273,0.0005653524,0.002284054,0.0005557355,0.003191175,0.000001636761,0.09184055,0.03297668,0.6593118],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3177444,"threshold_uncertainty_score":0.9999774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03517382250346487,"score_gpt":0.2708360225888948,"score_spread":0.23566220008543,"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."}}