{"id":"W2328455760","doi":"10.1021/cen-v088n002.p056","title":"newscripts","year":2010,"lang":"en","type":"article","venue":"Chemical & Engineering News","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Business","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":[0.0000389514,0.0001746317,0.0001300311,0.000009859672,0.00002044622,0.00002142718,0.0002790114,0.0001422002,0.00212174],"category_scores_gemma":[0.0001359852,0.0001755916,0.00007429586,0.0001606508,0.00005153918,0.00009402203,0.0001473622,0.0004832317,0.0003436994],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004526726,"about_ca_system_score_gemma":0.000002994079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002581617,"about_ca_topic_score_gemma":0.000001243577,"domain_scores_codex":[0.9990727,9.71821e-7,0.0001584354,0.0002738708,0.0001618834,0.0003321869],"domain_scores_gemma":[0.9994026,0.00003267587,0.00001794806,0.0002975706,0.000003127143,0.0002460225],"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":[0.000001823427,0.00001835156,0.0003653529,0.000009539229,0.000003045939,0.000004276365,0.0000162478,0.001024166,0.9947257,0.00008621014,0.002589874,0.001155431],"study_design_scores_gemma":[0.0001407709,0.000002605918,0.0001946705,0.000005573501,0.00000496569,0.00002283543,0.000001920846,0.005090625,0.9112236,0.00006803133,0.08301268,0.0002317594],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9848446,0.000009805366,0.00101717,0.000153533,0.0002851909,0.00004778977,0.000001713971,0.0002775507,0.01336266],"genre_scores_gemma":[0.992231,0.000001508822,0.006959868,0.00009105291,0.0002456694,0.00001373406,0.000008026827,0.00002807292,0.0004211238],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08350212,"threshold_uncertainty_score":0.9987904,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00286824258372867,"score_gpt":0.1676831391430439,"score_spread":0.1648148965593153,"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."}}