{"id":"W6893961963","doi":"10.5281/zenodo.6419959","title":"AgnostiqHQ/covalent: v0.65.1","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Workflow; Relation (database); Troubleshooting; Work (physics)","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":[0.002894855,0.003197875,0.001870228,0.002316988,0.002616399,0.005089254,0.007055105,0.003855102,0.5606593],"category_scores_gemma":[0.005269306,0.002879046,0.001709743,0.001738221,0.001451602,0.004815529,0.004909567,0.005442651,0.6047763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002037276,"about_ca_system_score_gemma":0.00190393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005005689,"about_ca_topic_score_gemma":0.00557095,"domain_scores_codex":[0.9981165,0.0002074694,0.0001102633,0.0004126586,0.0009117472,0.0002412876],"domain_scores_gemma":[0.9978135,0.0003704949,0.0001321958,0.0009700008,0.0004515309,0.0002623736],"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":[0.0002434057,0.00004304709,0.0001673093,0.0008187663,0.00006488458,0.00008149542,0.00007939483,0.0003522684,0.005163993,0.01449704,0.9541839,0.02430446],"study_design_scores_gemma":[0.00006287202,0.00002264386,0.0001105758,0.00005485914,0.00001734151,0.0001031459,0.00001508736,0.0003106859,0.009570606,0.003037761,0.9866326,0.00006180414],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.001858679,0.001690508,0.08098797,0.001368145,0.002664811,0.000469717,0.1357642,0.4642082,0.3109878],"genre_scores_gemma":[0.0251871,0.001987096,0.02801729,0.002363149,0.0004830505,0.001040335,0.1590233,0.3893218,0.392577],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.5606593,"threshold_uncertainty_score":0.6266662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03258117679225141,"score_gpt":0.2477237538004999,"score_spread":0.2151425770082484,"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."}}