{"id":"W3206094676","doi":"10.1515/ci-2021-0403","title":"IOCD turns 40","year":2021,"lang":"en","type":"article","venue":"Chemistry International","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Imperial College London; Institut national de la recherche scientifique","keywords":"Milestone; Relevance (law); Political science; Work (physics); Focus (optics); Library science; Regional science; Engineering ethics; Management; Engineering; Geography; Archaeology; Computer science; Law; Economics; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001954654,0.00006966039,0.00004988493,0.00000142972,0.00001574301,0.00002027298,0.0001813029,0.00004946405,0.04151925],"category_scores_gemma":[0.0000711934,0.0000769,0.00004692424,0.00005400187,0.00003757809,0.00005179135,0.0001490555,0.0001070363,0.0002269019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060393,"about_ca_system_score_gemma":0.00000741347,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002135978,"about_ca_topic_score_gemma":3.750756e-7,"domain_scores_codex":[0.9994391,0.000001159019,0.00009123265,0.0001813616,0.0001807886,0.0001063566],"domain_scores_gemma":[0.9997623,0.00001400781,0.00001867734,0.0001268164,0.00001013776,0.00006804884],"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":[0.000002532127,0.00002981347,0.0007745644,0.000009119463,0.000009296371,0.00004245157,0.00001848705,0.0004141976,0.9946748,0.000009120248,0.00372983,0.0002857835],"study_design_scores_gemma":[0.000108378,3.752826e-7,0.0003225194,0.00000659942,0.000002282486,0.00008854277,0.00001617083,0.0005803397,0.8798457,0.0001668073,0.1187773,0.00008497295],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5964113,0.00002133441,0.0001580284,0.0004539169,0.0001115855,0.000006821138,0.000008373779,0.00003762527,0.402791],"genre_scores_gemma":[0.9805408,0.000008825551,0.0004145933,0.0001136702,0.0001893823,0.000004229131,0.00007717092,0.000006162109,0.01864514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3841458,"threshold_uncertainty_score":0.959357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003128877231810407,"score_gpt":0.188246749509326,"score_spread":0.1851178722775156,"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."}}