{"id":"W4242117127","doi":"10.1351/pac20098111iv","title":"Preface","year":2009,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Context (archaeology); Library science; Chemical nomenclature; Christian ministry; Engineering physics; Political science; Engineering; Organic chemistry; Computer science; Archaeology; Law; History","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":[],"consensus_categories":[],"category_scores_codex":[0.00001768926,0.0000828645,0.00006293125,8.827113e-7,0.00003169225,0.00001139866,0.0000774031,0.00006157041,0.00081558],"category_scores_gemma":[0.000003174849,0.00007932615,0.00001489623,0.00004313104,0.00003349743,0.00002021868,0.00003698482,0.00009781981,0.00002830459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001658078,"about_ca_system_score_gemma":0.000001251627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":3.634695e-7,"about_ca_topic_score_gemma":2.836139e-8,"domain_scores_codex":[0.99956,3.192699e-7,0.00006087511,0.0001683948,0.00007632436,0.0001341015],"domain_scores_gemma":[0.9997904,0.000005183513,0.00001295269,0.0001053598,6.759968e-7,0.00008544661],"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":[0.00000331327,0.00001455743,0.00004942013,0.00001004552,0.0000012743,8.46025e-7,0.00001866065,0.0001071822,0.9933354,0.00002600875,0.001094243,0.005338993],"study_design_scores_gemma":[0.0001106815,0.000001734799,0.0003191041,0.000003020665,0.000003970425,0.000007615111,0.00001293457,0.00006401366,0.9864586,0.0008379074,0.01206752,0.0001129198],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7055488,0.00003034424,0.00005077267,0.0001318873,0.00000306296,0.00001903997,8.13992e-7,0.00004613457,0.2941692],"genre_scores_gemma":[0.9983305,0.000007961318,0.0002325636,0.0001309802,0.00005038696,0.000003545382,0.000004937018,0.000003653693,0.001235519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2929336,"threshold_uncertainty_score":0.8930029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00204272886429763,"score_gpt":0.1585183774996911,"score_spread":0.1564756486353935,"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."}}