{"id":"W4256330784","doi":"10.2174/157016461701190801112656","title":"Preface","year":2020,"lang":"en","type":"article","venue":"Current Proteomics","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Environmental science","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":[0.002190428,0.0009541392,0.0006774308,0.003321716,0.00215774,0.002722142,0.001334648,0.0009162094,0.4112777],"category_scores_gemma":[0.01785517,0.0002732669,0.0006637773,0.001861649,0.0004880269,0.001909984,0.00210315,0.003210819,0.310566],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001488547,"about_ca_system_score_gemma":0.002338499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004064108,"about_ca_topic_score_gemma":0.004560845,"domain_scores_codex":[0.9991328,0.00014353,0.00006181945,0.0001414126,0.000450196,0.0000702402],"domain_scores_gemma":[0.990106,0.001738708,0.0003112562,0.0008540535,0.00584416,0.001145783],"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":[0.00003227796,0.00001694235,0.00007526274,0.0001039884,0.000001969642,0.00003418866,0.0000248024,0.00003344806,0.0001524362,0.001813912,0.9668574,0.03085335],"study_design_scores_gemma":[0.000004487312,0.00001145468,0.0002425146,0.0001070461,0.000002419004,0.00004910841,0.00003486591,0.00002572418,0.0001658986,0.00199067,0.9973609,0.00000494375],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"other","genre_scores_codex":[0.001628145,0.01572264,0.01844683,0.04535853,0.4425702,0.001263129,0.03437524,0.003585492,0.4370498],"genre_scores_gemma":[0.006169283,0.008300451,0.008466028,0.01504827,0.060327,0.0007611178,0.02732034,0.00182247,0.871785],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.5887223,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1121567773489025,"score_gpt":0.3052573946276613,"score_spread":0.1931006172787588,"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."}}