{"id":"W4246269556","doi":"10.1351/pac20118307iv","title":"Preface","year":2011,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Chemical Synthesis and Reactions","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Green chemistry; Government (linguistics); Theme (computing); Engineering; Management; Ionic liquid; Catalysis; Organic chemistry; Computer science; Economics; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00001965424,0.00011794,0.0001138071,0.000003305356,0.00006564384,0.00001333062,0.00009862745,0.0001449353,0.004352689],"category_scores_gemma":[0.000006910405,0.0001006807,0.0000392699,0.00003067877,0.00006510612,0.00001758174,0.00004958018,0.0001590078,0.00002647668],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001186757,"about_ca_system_score_gemma":0.000009539035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005031043,"about_ca_topic_score_gemma":3.238072e-7,"domain_scores_codex":[0.9994252,5.071124e-7,0.0001092818,0.0002226797,0.00007557034,0.0001667051],"domain_scores_gemma":[0.9996296,0.0000182528,0.00003930689,0.0001918326,0.000008509764,0.0001125117],"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":[0.00001132545,0.00006213954,0.0001578621,0.00009393416,0.00001958763,0.000001160965,0.00008859018,5.158554e-8,0.9929611,0.0002510892,0.0005384007,0.005814768],"study_design_scores_gemma":[0.000130705,6.039594e-7,0.00006008971,0.00001093291,0.00002167067,0.00001185011,0.0001543862,0.000002396708,0.9702337,0.0009346235,0.02830022,0.0001388292],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4602911,0.00009759615,0.00000641012,0.00002372308,0.000005732653,0.00001089967,0.000005197252,0.00006193962,0.5394974],"genre_scores_gemma":[0.9952977,0.00004662452,0.0002076139,0.00002824043,0.0001432955,0.00002622475,0.00001073532,0.0000142751,0.004225341],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5352721,"threshold_uncertainty_score":0.9965575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01424388839958642,"score_gpt":0.188606982076579,"score_spread":0.1743630936769926,"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."}}