{"id":"W4246151478","doi":"10.1351/pac20138503iv","title":"Preface","year":2013,"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; Nobel laureate; Library science; Art history; Art; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001560277,0.00103608,0.0008305364,0.002033818,0.002855184,0.004578276,0.001714584,0.001878149,0.5833204],"category_scores_gemma":[0.008295567,0.0003413206,0.0006640485,0.001746158,0.0006978974,0.003515448,0.002684435,0.002921781,0.4109856],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002139394,"about_ca_system_score_gemma":0.003301426,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003242057,"about_ca_topic_score_gemma":0.003843031,"domain_scores_codex":[0.9987546,0.0001563833,0.00008556554,0.0002590651,0.0006045929,0.0001396762],"domain_scores_gemma":[0.9962118,0.0004467189,0.0001271625,0.0003256865,0.002187841,0.0007007259],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002744332,0.000018176,0.00008845035,0.000099186,0.000001871234,0.00004609117,0.00008054395,0.00003946592,0.0001119497,0.003502714,0.9553602,0.04062393],"study_design_scores_gemma":[0.000002687463,0.000009832695,0.0001314618,0.00006802499,9.550441e-7,0.00004661221,0.00006855421,0.00001280496,0.00004653573,0.0008609624,0.9987488,0.000002820195],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001478718,0.01126807,0.004997246,0.02819855,0.1297334,0.0006664338,0.0105625,0.002139848,0.8109553],"genre_scores_gemma":[0.005531565,0.00591021,0.002375198,0.007180646,0.01454352,0.0003241531,0.009841488,0.0007708948,0.9535223],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.5833204,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001860300094722951,"score_gpt":0.1438431583685869,"score_spread":0.1419828582738639,"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."}}