{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001851641,0.001412654,0.001023105,0.001282039,0.0006475241,0.001637658,0.00253246,0.001569107,0.1388534],"category_scores_gemma":[0.003629899,0.001425901,0.00108428,0.0005932698,0.000530554,0.001597988,0.002117701,0.001795592,0.05082713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004909289,"about_ca_system_score_gemma":0.001114274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001683568,"about_ca_topic_score_gemma":0.003997017,"domain_scores_codex":[0.999156,0.00008840522,0.00008677497,0.0001435098,0.0004683693,0.00005694223],"domain_scores_gemma":[0.9988763,0.000460697,0.00005719626,0.0001959993,0.0003576581,0.00005217019],"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":[0.0006243454,0.0002480678,0.001794475,0.001195452,0.0001926061,0.0002483902,0.0004090996,0.03192663,0.05228879,0.01235318,0.5763593,0.3223597],"study_design_scores_gemma":[0.0004314171,0.0001489607,0.002022946,0.0002684756,0.00006131941,0.0004569338,0.0001322838,0.3485343,0.0667181,0.01312948,0.5678908,0.0002050146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"methods","genre_gemma":"software","genre_scores_codex":[0.003754898,0.0002694489,0.6966797,0.0002274089,0.0002697826,0.0004040246,0.01459628,0.270661,0.01313758],"genre_scores_gemma":[0.05367793,0.0004422762,0.725831,0.0004674394,0.0001084249,0.00221772,0.05233798,0.1286039,0.0363134],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.1388534,"threshold_uncertainty_score":0.4645109,"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."}}