{"id":"W4241950511","doi":"10.1351/pac20057706iv","title":"Preface","year":2005,"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","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":[0.001329122,0.0009672224,0.0008308772,0.002163378,0.002223911,0.004866881,0.001725585,0.001776222,0.6211745],"category_scores_gemma":[0.006873051,0.0003547961,0.0007034685,0.00204919,0.0006181647,0.003373005,0.002921595,0.002665382,0.4569377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00227904,"about_ca_system_score_gemma":0.002629423,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002766133,"about_ca_topic_score_gemma":0.002860523,"domain_scores_codex":[0.9987214,0.0001521367,0.0000933089,0.0002820207,0.0006048421,0.0001462941],"domain_scores_gemma":[0.9965935,0.0003764396,0.000132085,0.0003566332,0.001830757,0.0007105523],"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":[0.00002518957,0.00001810613,0.0001117814,0.0001064123,0.000002456836,0.00005151394,0.00006354586,0.00004401592,0.0001262607,0.004522964,0.9543642,0.04056333],"study_design_scores_gemma":[0.000003229432,0.000008369419,0.0001765731,0.00007274609,0.000001110155,0.00004899509,0.00004584124,0.0000195456,0.0000594325,0.0009719847,0.9985892,0.000002995997],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001440966,0.00757366,0.004754056,0.02718724,0.1070444,0.000434977,0.0133736,0.002109147,0.8360819],"genre_scores_gemma":[0.006152744,0.004076132,0.001736618,0.005734857,0.01296645,0.0002107951,0.01047055,0.001012302,0.9576395],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.6211745,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002119552184592419,"score_gpt":0.1571852946658233,"score_spread":0.1550657424812309,"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."}}