{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00166423,0.001059996,0.0007867826,0.002553831,0.002917028,0.004539395,0.001648948,0.001461795,0.5619772],"category_scores_gemma":[0.01136498,0.0003686213,0.0006546794,0.002094877,0.0007481474,0.003524884,0.00239995,0.00324603,0.4232941],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002225533,"about_ca_system_score_gemma":0.003001601,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00374633,"about_ca_topic_score_gemma":0.004071439,"domain_scores_codex":[0.9987477,0.0001498892,0.00008542772,0.0002264921,0.0006726804,0.0001176725],"domain_scores_gemma":[0.9951336,0.0006740091,0.0001896296,0.0004524335,0.002787152,0.0007630829],"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":[0.00002000597,0.00001427141,0.00007316282,0.00007870384,0.000001404417,0.00004281605,0.00008018706,0.00003915552,0.00008253451,0.002988937,0.9677067,0.02887213],"study_design_scores_gemma":[0.000002773955,0.00001052255,0.000169152,0.00007461054,9.17895e-7,0.00004969953,0.00007405702,0.0000166402,0.00004629123,0.001030663,0.9985214,0.00000332254],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00135185,0.007691322,0.005116552,0.02664937,0.1329533,0.0006163684,0.01495124,0.002247552,0.8084225],"genre_scores_gemma":[0.004976352,0.004649797,0.002491712,0.00600461,0.01836793,0.0003162136,0.01310387,0.001039366,0.9490501],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4380228,"threshold_uncertainty_score":0,"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."}}