{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009317118,0.0001431496,0.0001379102,0.00002462089,0.00005220126,0.00004784507,0.0002871299,0.00003605737,0.0001333773],"category_scores_gemma":[0.0001950283,0.0001406119,0.00006180745,0.0002561218,0.00004524528,0.0001653888,0.0001327812,0.0002707875,0.01358382],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000633154,"about_ca_system_score_gemma":0.00007716605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.91974e-7,"about_ca_topic_score_gemma":3.462106e-7,"domain_scores_codex":[0.9990223,0.00003985843,0.0001814237,0.0002981258,0.0002000623,0.0002582502],"domain_scores_gemma":[0.9994166,0.000009171651,0.00008640545,0.0002162586,0.00005137644,0.0002201439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006691955,0.0007059335,0.02404142,0.0008936127,0.0001080333,0.00001493903,0.006651168,0.001111101,0.6012617,0.01762327,0.245028,0.1018917],"study_design_scores_gemma":[0.00143599,0.0001415679,0.001558246,0.0000655137,0.0000398964,0.000004030782,0.00005288708,0.012518,0.1299963,0.0009160402,0.8526492,0.0006223422],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9677249,0.002008942,0.01884632,0.00278058,0.0008261987,0.002594792,0.0002092475,0.001268247,0.003740753],"genre_scores_gemma":[0.9897177,0.00004260291,0.008784015,0.0002680015,0.000768623,0.0001615379,0.00005264214,0.0001328293,0.00007203307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6076212,"threshold_uncertainty_score":0.9871842,"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."}}