{"id":"W4406659388","doi":"10.1016/b978-0-408-04095-2.50010-5","title":"10.1016/b978-0-408-04095-2.50010-5","year":2000,"lang":"en","type":"book-chapter","venue":"Time to knit","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Environmental science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00004556298,0.000347404,0.0002689315,0.0000214299,0.00004682631,0.000023717,0.0003795333,0.0002934674,0.9994732],"category_scores_gemma":[0.000009874123,0.0003705123,0.0001339201,0.00003694338,0.00008270587,0.00005203658,0.0002078076,0.0003385459,0.9957702],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001802708,"about_ca_system_score_gemma":0.000006960417,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007748359,"about_ca_topic_score_gemma":8.319618e-8,"domain_scores_codex":[0.9987225,0.000002225892,0.0002221512,0.0004485514,0.0002982148,0.0003063638],"domain_scores_gemma":[0.9992354,0.00002875317,0.00004592996,0.0004255392,0.000003922424,0.0002604876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005468479,0.00003488166,1.605893e-8,0.00003665573,0.00004754459,0.00004574807,0.00001092645,0.001885435,0.004712118,0.000009385804,0.3783886,0.614774],"study_design_scores_gemma":[0.00009306439,0.00002472814,2.867368e-7,0.00005439722,0.00002875674,0.00001484506,6.5664e-8,0.00008689856,0.002009122,0.0001192388,0.9971147,0.000453892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000006520238,0.00004837324,0.000001029895,0.00004235057,0.000001877653,0.0001228974,0.00004053561,0.0001390655,0.9995974],"genre_scores_gemma":[0.000009643855,4.860901e-7,0.0000761855,0.00002712117,0.0001796359,0.00001088358,0.0000667006,0.00006682055,0.9995625],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6187261,"threshold_uncertainty_score":0.9998747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003568722223803901,"score_gpt":0.138340475381058,"score_spread":0.1347717531572541,"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."}}