{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00001970313,0.00008273104,0.00005964011,8.772874e-7,0.00003238413,0.0000106509,0.00007874466,0.00006169326,0.001994143],"category_scores_gemma":[0.00000293093,0.00007996902,0.00001476488,0.00003635686,0.00004790409,0.00002643029,0.00008061113,0.0001003345,0.00008162339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002506182,"about_ca_system_score_gemma":0.000001393955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":5.798763e-7,"about_ca_topic_score_gemma":1.693815e-7,"domain_scores_codex":[0.9995502,3.282359e-7,0.00006552893,0.000169549,0.00007788521,0.0001365079],"domain_scores_gemma":[0.9997863,0.000006974747,0.00001330384,0.0001053768,6.83414e-7,0.00008740737],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000002658801,0.00001387467,0.00009779474,0.00001746894,0.000002216551,3.411265e-7,0.00002646691,0.0004368839,0.99095,0.0000141599,0.00161299,0.006825096],"study_design_scores_gemma":[0.0001097786,5.448561e-7,0.000071099,0.000002313537,0.000003833549,0.00000685483,0.00001383901,0.000183094,0.9205732,0.0000958519,0.07883558,0.0001040054],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7275687,0.00003944533,0.00004725887,0.0001447363,0.000002908269,0.00001848233,0.000001159103,0.00004392932,0.2721334],"genre_scores_gemma":[0.996825,0.000009371221,0.0005299849,0.00008838347,0.0001098992,0.000009588228,0.000004838638,0.000006473862,0.002416464],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2697169,"threshold_uncertainty_score":0.9989182,"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."}}