{"id":"W6950298624","doi":"10.5281/zenodo.7184009","title":"AgnostiqHQ/covalent: v0.201.0","year":2022,"lang":"en","type":"other","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Global Public Health Policies and Epidemiology","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agnostiq (Canada)","funders":"","keywords":"Process (computing); Identification (biology); Product (mathematics)","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":[0.002376398,0.002304811,0.001609645,0.00251824,0.00207897,0.006562281,0.00525237,0.003793708,0.784293],"category_scores_gemma":[0.006708167,0.001921365,0.001443493,0.00208464,0.001444875,0.00423076,0.005092691,0.003399104,0.8156359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001711364,"about_ca_system_score_gemma":0.001563454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005241628,"about_ca_topic_score_gemma":0.004721427,"domain_scores_codex":[0.9984335,0.0002334149,0.0000930825,0.0003134631,0.0006941428,0.0002323961],"domain_scores_gemma":[0.9978922,0.0003934297,0.0001108255,0.0007542681,0.0005932,0.0002559847],"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":[0.0001630739,0.00004317701,0.0001926821,0.0003662783,0.00003011865,0.00005882156,0.00004755481,0.000316359,0.0009851509,0.01209091,0.9572902,0.02841558],"study_design_scores_gemma":[0.00004783511,0.00001970464,0.0001294232,0.0000688974,0.000009598074,0.00008539852,0.0000145257,0.0003040325,0.002109202,0.004585082,0.9925903,0.00003586718],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"software","genre_scores_codex":[0.001196209,0.001280146,0.04170092,0.00188098,0.002928259,0.0004768035,0.1395033,0.2863585,0.5246748],"genre_scores_gemma":[0.01694326,0.001487622,0.01720003,0.002316657,0.00071103,0.0005872908,0.133032,0.2053373,0.6223848],"genre_candidate":"software","genre_consensus":null,"teacher_disagreement_score":0.784293,"threshold_uncertainty_score":0.3076798,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04472113868417291,"score_gpt":0.2698002789348418,"score_spread":0.2250791402506689,"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."}}