{"id":"W4242117127","doi":"10.1351/pac20098111iv","title":"Preface","year":2009,"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; Context (archaeology); Library science; Chemical nomenclature; Christian ministry; Engineering physics; Political science; Engineering; Organic chemistry; Computer science; Archaeology; Law; History","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":[0.001497785,0.0009939569,0.0007882208,0.002112519,0.002658916,0.004095099,0.001581941,0.001669945,0.585794],"category_scores_gemma":[0.008727792,0.0003263779,0.0006099999,0.001747741,0.0006615256,0.003281732,0.002578564,0.00278689,0.4128364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001829186,"about_ca_system_score_gemma":0.002703294,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002722401,"about_ca_topic_score_gemma":0.003099707,"domain_scores_codex":[0.9988711,0.0001539864,0.00008129675,0.0002228131,0.0005483139,0.0001223485],"domain_scores_gemma":[0.996137,0.0005618273,0.0001447774,0.0003621828,0.002103666,0.0006906237],"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":[0.00003165545,0.0000179111,0.0000933551,0.0001008374,0.000001897962,0.00004857298,0.00008907794,0.00004135929,0.0001021694,0.003573066,0.9556168,0.04028339],"study_design_scores_gemma":[0.000003268215,0.00001219956,0.0001657593,0.00007742051,0.000001045018,0.00005442109,0.00007772056,0.00001349456,0.00004833715,0.00101346,0.9985298,0.000003061474],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.001602901,0.009847043,0.004548836,0.02585299,0.1172538,0.0006420049,0.01209619,0.001876154,0.82628],"genre_scores_gemma":[0.005872197,0.005193689,0.002117841,0.00662262,0.01419491,0.0003132577,0.01009723,0.0007934,0.9547949],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.585794,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00204272886429763,"score_gpt":0.1585183774996911,"score_spread":0.1564756486353935,"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."}}