{"id":"W6931251005","doi":"10.5281/zenodo.5237351","title":"Best Practices Document, Version 3.1","year":2019,"lang":"en","type":"article","venue":"Zenodo (CERN European Organization for Nuclear Research)","topic":"Mosquito-borne diseases and control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Queen's University; Carleton University","funders":"","keywords":"Best practice; Consistency (knowledge bases); Data extraction; Service (business); Aggregate data","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.01641544,0.001537881,0.001545288,0.01094431,0.001990627,0.01140351,0.005924326,0.003434435,0.4270953],"category_scores_gemma":[0.06978531,0.002616307,0.002307033,0.01656931,0.001328626,0.005745339,0.003984167,0.003587768,0.4282526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005732597,"about_ca_system_score_gemma":0.02024617,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05614559,"about_ca_topic_score_gemma":0.05656237,"domain_scores_codex":[0.9893698,0.002243314,0.001653861,0.0007819239,0.005168226,0.0007828353],"domain_scores_gemma":[0.9611943,0.008548185,0.00162522,0.007267586,0.01982011,0.00154457],"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":[0.00007410179,0.00006436203,0.0002816609,0.001361678,0.00001869879,0.00004568659,0.0003451946,0.0001787437,0.0003309504,0.003482544,0.931851,0.06196525],"study_design_scores_gemma":[0.0000251909,0.00001165362,0.0006721305,0.0008735835,0.00001356341,0.00007107265,0.0001652219,0.00006908915,0.0002529551,0.001892148,0.9959291,0.00002430801],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.001271733,0.003612365,0.04520664,0.01289126,0.003364455,0.003692954,0.5019915,0.05628902,0.37168],"genre_scores_gemma":[0.005321974,0.007376688,0.103961,0.004150286,0.000560852,0.006162484,0.4793338,0.03633557,0.3567974],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5729047,"threshold_uncertainty_score":0.8171791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03327645377603389,"score_gpt":0.2931204160535543,"score_spread":0.2598439622775204,"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."}}