{"id":"W4242085669","doi":"10.1351/pac20138508iv","title":"Preface","year":2013,"lang":"en","type":"article","venue":"Pure and Applied Chemistry","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Chemistry; Theme (computing); Context (archaeology); Government (linguistics); Order (exchange); Political science; Business; History; Computer science; Philosophy; Archaeology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001462916,0.0009796796,0.0007714402,0.002062043,0.003183602,0.004382291,0.001632853,0.001838703,0.5388036],"category_scores_gemma":[0.007914604,0.0003325963,0.0006468407,0.001816848,0.0008083054,0.003571417,0.002955424,0.002916061,0.3597469],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002173704,"about_ca_system_score_gemma":0.003217654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003601426,"about_ca_topic_score_gemma":0.004274497,"domain_scores_codex":[0.9987453,0.0001669477,0.00008608949,0.0002580448,0.000603844,0.0001397588],"domain_scores_gemma":[0.9968442,0.0004164563,0.0001183971,0.0003242443,0.001737328,0.0005594318],"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":[0.00003169668,0.00002045176,0.0001205404,0.000114975,0.000002330352,0.00005852416,0.0001347402,0.00004729628,0.0001179257,0.005997817,0.9500425,0.04331107],"study_design_scores_gemma":[0.00000260408,0.000009663177,0.0001588288,0.00007495932,9.849176e-7,0.00004961397,0.00008877765,0.00001239315,0.00004771793,0.001103232,0.9984484,0.000002925378],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001678966,0.009206905,0.00403122,0.02396912,0.09462871,0.0005396745,0.01082347,0.001723607,0.8533984],"genre_scores_gemma":[0.007277333,0.00523464,0.002208412,0.006174022,0.01173821,0.0002951887,0.01024036,0.000838455,0.9559933],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4611964,"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."}}