{"id":"W4246238876","doi":"10.1351/pac20118312iv","title":"Preface","year":2011,"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":"Chemical nomenclature; Chemistry; Excellence; Library science; Political science; Law; Organic chemistry; Computer science","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":[0.00001864796,0.00008106583,0.00005861449,8.784446e-7,0.00002794839,0.000005337643,0.00008647033,0.00006204187,0.003266401],"category_scores_gemma":[0.000002646238,0.00007693443,0.00001441557,0.00003679891,0.00006064914,0.00002043674,0.00008919523,0.00009084028,0.00005066256],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001254138,"about_ca_system_score_gemma":0.000001262987,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002315349,"about_ca_topic_score_gemma":1.032872e-7,"domain_scores_codex":[0.9995786,3.600135e-7,0.00006095854,0.000167225,0.00006321351,0.0001296603],"domain_scores_gemma":[0.9997821,0.000004283463,0.00001414224,0.0001120802,7.223601e-7,0.00008663708],"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":[0.000004990829,0.00001787785,0.0003720843,0.00002441681,0.000003052575,0.000001178382,0.00009570782,0.000008942517,0.9974368,0.00002974223,0.0005413862,0.001463842],"study_design_scores_gemma":[0.00008982137,0.000001027461,0.0003348524,0.000002546268,0.000005062637,0.000007065959,0.0000327716,0.00002347909,0.9932235,0.0005329197,0.0056387,0.0001082065],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5868432,0.00001586735,0.00004483933,0.000008285981,0.000003715651,0.00001512262,8.148411e-7,0.00003391414,0.4130342],"genre_scores_gemma":[0.9981722,0.000006398545,0.0004904342,0.00003580634,0.0000304426,0.0000104998,0.000003083385,0.00000648925,0.001244613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4117896,"threshold_uncertainty_score":0.9976447,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005488306057850618,"score_gpt":0.1501821505897149,"score_spread":0.1446938445318643,"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."}}