{"id":"W6931417052","doi":"10.5281/zenodo.7606693","title":"AgnostiqHQ/covalent: v0.215.0-rc.0","year":2023,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genomics and Rare Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","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":[0.00166982,0.001958626,0.001402219,0.001462963,0.001886457,0.002176336,0.004905699,0.002752046,0.5149007],"category_scores_gemma":[0.001546304,0.001593102,0.0007542173,0.001104137,0.0009164067,0.001923452,0.002374617,0.002755074,0.4914272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001460602,"about_ca_system_score_gemma":0.001333947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002375986,"about_ca_topic_score_gemma":0.002490011,"domain_scores_codex":[0.9991294,0.0001013847,0.00004555105,0.0002821469,0.0002903103,0.0001514094],"domain_scores_gemma":[0.9994953,0.00008829223,0.00004362233,0.000122387,0.00008146135,0.0001688989],"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":[0.001532473,0.0003555403,0.0005510898,0.002594311,0.0002318032,0.0005560167,0.0001863721,0.0007517029,0.1408306,0.03455444,0.7185521,0.09930356],"study_design_scores_gemma":[0.0002694066,0.0001178655,0.0005689132,0.00009082823,0.00004200998,0.0006906079,0.0000361859,0.0006433574,0.05617617,0.002230004,0.9390469,0.00008775319],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.02470706,0.009973444,0.101642,0.003528552,0.004834184,0.001947494,0.08691026,0.1020639,0.6643931],"genre_scores_gemma":[0.09252648,0.004853487,0.01968945,0.001663521,0.0005556028,0.001402149,0.08859663,0.02207753,0.7686352],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.5149007,"threshold_uncertainty_score":0.6919352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01913594783626312,"score_gpt":0.2376044559848876,"score_spread":0.2184685081486245,"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."}}