{"id":"W6969165898","doi":"10.5281/zenodo.6402670","title":"AgnostiqHQ/covalent: v0.44.0","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":"Executor; Key (lock); Process (computing); Plug-in","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":[0.002147225,0.003396742,0.001422272,0.001871199,0.001351946,0.005045672,0.006453454,0.003071713,0.4159247],"category_scores_gemma":[0.00572201,0.003179478,0.00195028,0.001270985,0.001323389,0.004420336,0.004841123,0.004456788,0.5300471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001760115,"about_ca_system_score_gemma":0.001454522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00768872,"about_ca_topic_score_gemma":0.00731616,"domain_scores_codex":[0.9984061,0.0001517879,0.00009778445,0.0003911595,0.0007289605,0.0002241139],"domain_scores_gemma":[0.9976348,0.0003664479,0.0001197565,0.001089502,0.0005668275,0.0002227178],"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":[0.0003125276,0.0000501518,0.0003891153,0.0005627638,0.00006413845,0.00009988849,0.0001101734,0.0005402852,0.003494997,0.01094023,0.9547058,0.02872993],"study_design_scores_gemma":[0.0001024702,0.00002738715,0.0003679172,0.00006871425,0.00002773581,0.0001726715,0.00002208364,0.00117723,0.01119491,0.0048015,0.9819285,0.0001089191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007304169,0.0003126762,0.0532289,0.0002992215,0.000514602,0.0001658042,0.0427946,0.8345957,0.06735813],"genre_scores_gemma":[0.01242959,0.0004059199,0.02548326,0.0008719792,0.0001985341,0.0004193663,0.1010799,0.7083343,0.1507771],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.4159247,"threshold_uncertainty_score":0.8331126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03276324835363315,"score_gpt":0.2487060606354766,"score_spread":0.2159428122818434,"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."}}