{"id":"W6931434876","doi":"10.5281/zenodo.6676072","title":"AgnostiqHQ/covalent: v0.113.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Genetic Associations and Epidemiology","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Object (grammar); Syntax; Class (philosophy); Semantics (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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002302794,0.004127315,0.002434606,0.002358008,0.001282961,0.007250805,0.007443996,0.004195047,0.669471],"category_scores_gemma":[0.008499392,0.003671197,0.002808421,0.002162767,0.0009003077,0.006283185,0.00556483,0.005168785,0.7634373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002246823,"about_ca_system_score_gemma":0.001673186,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005117248,"about_ca_topic_score_gemma":0.006106512,"domain_scores_codex":[0.9984674,0.0001565208,0.0001214594,0.000390176,0.0006979561,0.0001665059],"domain_scores_gemma":[0.9975733,0.0004495786,0.00013081,0.0009221993,0.0006656919,0.0002584312],"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":[0.000117251,0.00002291369,0.0001443602,0.0003798523,0.00004430291,0.00003332484,0.00002227739,0.0004671648,0.000922302,0.005719887,0.9668981,0.0252284],"study_design_scores_gemma":[0.00007112358,0.0000176956,0.0001468468,0.00008274378,0.00002174741,0.00008240108,0.00001048201,0.001337162,0.0042307,0.006642436,0.9873017,0.00005489614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.000503318,0.0008368894,0.08202539,0.0007811061,0.001615639,0.0002332533,0.1165429,0.7045189,0.0929426],"genre_scores_gemma":[0.007011903,0.001188651,0.04324279,0.001567694,0.0004168871,0.0007444709,0.2032173,0.4795156,0.2630946],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.669471,"threshold_uncertainty_score":0.4714595,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02184943732363815,"score_gpt":0.2495518104395777,"score_spread":0.2277023731159396,"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."}}