{"id":"W3151791879","doi":"10.14778/3447689.3447713","title":"FREDE","year":2021,"lang":"en","type":"article","venue":"Proceedings of the VLDB Endowment","topic":"Epigenetics and DNA Methylation","field":"Biochemistry, Genetics and Molecular Biology","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"Optech (Canada)","funders":"","keywords":"Computer science","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":[0.0007803288,0.0009831594,0.0004813145,0.001369041,0.000543254,0.001691838,0.001336616,0.001016405,0.0483646],"category_scores_gemma":[0.004787539,0.0004336372,0.0007870226,0.001039354,0.0004172436,0.002779681,0.002134384,0.001361718,0.02900356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000506571,"about_ca_system_score_gemma":0.0007968989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001450696,"about_ca_topic_score_gemma":0.003036902,"domain_scores_codex":[0.9993092,0.0001157006,0.00004698628,0.000197731,0.0002734134,0.00005706154],"domain_scores_gemma":[0.9987125,0.0003009027,0.00006931251,0.0005659154,0.0002851241,0.00006627433],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002342967,0.0001367155,0.001404057,0.0005371387,0.0001001992,0.0002051369,0.0001926248,0.02550776,0.01219232,0.114295,0.1861675,0.6590272],"study_design_scores_gemma":[0.00009076358,0.0001319181,0.001022344,0.0001079941,0.00003793446,0.0007569395,0.000136508,0.2294688,0.02324143,0.1232886,0.6216314,0.00008538722],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.00689964,0.0008814383,0.9046724,0.0008257052,0.0006360628,0.0002420987,0.008393568,0.03578838,0.04166075],"genre_scores_gemma":[0.1213391,0.001684784,0.7243572,0.0009636445,0.0002592076,0.0006951477,0.04388201,0.005311491,0.1015074],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.0483646,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007135979711530603,"score_gpt":0.2211063775302785,"score_spread":0.2139703978187479,"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."}}