{"id":"W4248764782","doi":"10.1007/978-1-349-95810-8_282","title":"Canadian Society for Chemical Technology","year":2018,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Medical Research Council; Chiang Ching-Kuo Foundation for International Scholarly Exchange; Camargo Foundation; British Academy; Government of Canada; Ciência sem Fronteiras; Australian Government; Canadian Bureau for International Education","keywords":"Political science","routes":{"ca_aff":false,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009651111,0.0003438155,0.0003108956,0.0001594747,0.00009785642,0.00005429431,0.001181534,0.0006096776,0.0002011996],"category_scores_gemma":[0.00001321099,0.0003358411,0.0003553537,0.00002782642,0.0002509751,6.061609e-7,0.0004781182,0.0003630334,0.0002143677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004336885,"about_ca_system_score_gemma":0.000138352,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004264344,"about_ca_topic_score_gemma":0.000559632,"domain_scores_codex":[0.998237,0.000001598675,0.0002218729,0.0006357707,0.0002577967,0.0006459696],"domain_scores_gemma":[0.9987407,0.00005177756,0.00005114971,0.0007395968,0.00004262716,0.0003741935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000003961539,2.880034e-7,0.000004473849,0.00007573258,0.0001240805,0.00001772956,0.000108383,6.351639e-7,0.005219911,0.9651398,0.0009111135,0.02839388],"study_design_scores_gemma":[0.0002206096,0.00006182653,0.000002050676,0.00006133545,0.00001448671,0.00002980389,0.000003351772,0.001147429,0.01050139,0.9546618,0.03282344,0.0004724863],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003526715,0.0006661326,0.01357986,0.0008218211,0.0003974402,0.0008754735,0.0001972642,0.0004103351,0.982699],"genre_scores_gemma":[0.9514217,0.00004518733,0.02712785,0.0003439407,0.0004924143,0.0001057205,0.00006746266,0.0001031053,0.02029264],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9624063,"threshold_uncertainty_score":0.9999093,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172410442343467,"score_gpt":0.2115280052306903,"score_spread":0.1998039008072556,"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."}}