{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002519207,0.0002490445,0.0003016832,0.0005223348,0.001215714,0.0002433348,0.0005010398,0.0001392949,0.6444425],"category_scores_gemma":[0.0004189117,0.0002620782,0.0001741714,0.000516792,0.0001200225,0.00004711951,0.001055739,0.0005036733,0.02322908],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002874866,"about_ca_system_score_gemma":0.000009360891,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008635147,"about_ca_topic_score_gemma":6.025973e-7,"domain_scores_codex":[0.9980281,0.0002209585,0.0002209445,0.0005441372,0.0005856818,0.0004001703],"domain_scores_gemma":[0.9986365,0.00001500069,0.0001434436,0.0007060897,0.0002168603,0.0002821136],"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":[0.00005404295,0.0003018344,0.00002010886,0.0002743452,0.0002109778,0.000114432,0.0001126871,0.000003012038,0.00004127564,0.0008900238,0.9716022,0.02637505],"study_design_scores_gemma":[0.000816705,0.000412593,0.0003049234,0.00009858342,0.0001758577,0.00038719,0.0001074063,0.0000200314,0.00001001651,0.00002483182,0.9973908,0.0002510693],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003349685,0.0006667073,0.00009071615,0.0005405783,0.0002687244,0.0008039901,0.0008546048,0.001982136,0.9944576],"genre_scores_gemma":[0.01867405,0.00158235,0.0001257114,0.001476364,0.001430196,3.475914e-7,0.01976241,0.02770732,0.9292412],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6212134,"threshold_uncertainty_score":0.9999831,"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."}}