{"id":"W6931527401","doi":"10.5281/zenodo.5914891","title":"AgnostiqHQ/covalent: v0.22.9","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Infectious Diseases and Tuberculosis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Action (physics); Work (physics); Term (time); Selection (genetic algorithm); Process (computing)","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":[0.005836828,0.003509252,0.001796853,0.003171461,0.002180073,0.007591292,0.007060676,0.004432999,0.6196457],"category_scores_gemma":[0.02326078,0.004579888,0.002373701,0.002094108,0.001480918,0.006436977,0.006508708,0.005739589,0.6881044],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001849005,"about_ca_system_score_gemma":0.002242998,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004504004,"about_ca_topic_score_gemma":0.004882029,"domain_scores_codex":[0.9960179,0.0006954203,0.000445319,0.0008899962,0.001594457,0.0003568685],"domain_scores_gemma":[0.989509,0.002566332,0.0005078341,0.004179492,0.002676809,0.0005605147],"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":[0.0001714948,0.00002662478,0.000262999,0.000675023,0.00004084333,0.00007177128,0.00008400439,0.0002093772,0.001317312,0.00520178,0.9692077,0.02273116],"study_design_scores_gemma":[0.00008496434,0.0000282717,0.0002910124,0.0001226122,0.00002091508,0.0001642756,0.00002646704,0.0003133649,0.004397253,0.003526236,0.9909496,0.00007517223],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"software","genre_gemma":"software","genre_scores_codex":[0.0007628739,0.0005121832,0.06690627,0.0009390483,0.002160089,0.0004681397,0.09893008,0.7405422,0.08877911],"genre_scores_gemma":[0.008373823,0.0006875665,0.03211275,0.001371624,0.0004628384,0.0007454359,0.1338905,0.6696147,0.1527408],"genre_candidate":"software","genre_consensus":"software","teacher_disagreement_score":0.6196457,"threshold_uncertainty_score":0.5425293,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01992112122244378,"score_gpt":0.2495972855452732,"score_spread":0.2296761643228295,"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."}}