{"id":"W4293727230","doi":"10.1021/acs.jafc.2c00965","title":"Resilience of Chemistry: An Introduction to the Agricultural and Food Chemistry Technical Program at the 262nd American Chemical Society National Hybrid Meeting &amp; Exposition, Both Online and in Atlanta, Georgia","year":2022,"lang":"en","type":"article","venue":"Journal of Agricultural and Food Chemistry","topic":"Chemical Safety and Risk Management","field":"Chemical Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Atlanta; Library science; Attendance; Agriculture; Chemistry; Political science; Medical education; Medicine; Metropolitan area; Computer science; History; Law; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003219955,0.0002448593,0.0003220279,0.000008191804,0.0002408308,0.00004595974,0.0003186396,0.00007449842,0.00003341889],"category_scores_gemma":[0.0001129608,0.0001323477,0.0001278589,0.0003179508,0.0002582099,0.0001117293,0.0004998156,0.0007473202,1.016717e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002916389,"about_ca_system_score_gemma":0.00002746279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009778816,"about_ca_topic_score_gemma":0.000008327233,"domain_scores_codex":[0.9982163,0.0000232612,0.0005646241,0.0003591297,0.0005601521,0.0002765612],"domain_scores_gemma":[0.9990716,0.00009530663,0.0003774725,0.0001406497,0.0001430035,0.0001719929],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00008877418,0.000219201,0.000163202,0.0001480786,0.00007353268,6.858061e-7,0.0002594821,0.001329795,0.9947767,0.000002983562,0.002304261,0.000633321],"study_design_scores_gemma":[0.000965224,0.0002423679,0.01640538,0.0001012147,0.000116586,0.001856937,0.004713817,0.0002662543,0.9698986,0.00003581312,0.004948223,0.0004495741],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9929754,0.0005334964,0.000007002362,0.006086562,0.00001850207,0.0001629098,0.00007356438,0.00002554012,0.0001170177],"genre_scores_gemma":[0.9981186,0.0001408203,0.0005564856,0.00005623286,0.0007218671,0.00003202061,0.000158976,0.00000977497,0.0002052165],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02487808,"threshold_uncertainty_score":0.5396984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005494010848022973,"score_gpt":0.2116180198818546,"score_spread":0.2061240090338316,"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."}}