{"id":"W4312889415","doi":"10.1057/978-1-349-96053-8_9716","title":"Canadian Society for Chemical Technology","year":2022,"lang":"en","type":"book-chapter","venue":"The Grants Register 2023","topic":"Chemical and Environmental Engineering Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Political science","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":[],"consensus_categories":[],"category_scores_codex":[0.0001370453,0.0001805067,0.0001841548,0.00006886429,0.0001563299,0.0000382027,0.001592708,0.0001897724,0.0003186203],"category_scores_gemma":[0.00000844891,0.0001401094,0.0002631034,0.00007816174,0.0001463407,0.00003681555,0.000688938,0.0005168023,0.0001186005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003935368,"about_ca_system_score_gemma":0.00008359589,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455445,"about_ca_topic_score_gemma":0.0004712994,"domain_scores_codex":[0.9988503,0.000002343357,0.0001393994,0.0003737373,0.0002586429,0.0003755148],"domain_scores_gemma":[0.9990235,0.00006234476,0.00003736095,0.0007487948,0.000009298128,0.0001186775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001683203,0.00002694948,0.000003907524,0.0002162923,0.0004107092,0.00008009715,0.0003672256,0.00004418598,0.002947771,0.5842668,0.2955045,0.1161147],"study_design_scores_gemma":[0.0001273265,0.00001977059,0.000001269796,0.00002415963,0.00001108812,0.00002574069,0.000003918431,0.00102937,0.0002407891,0.03104077,0.9672771,0.0001987192],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004359998,0.005632612,0.0154227,0.1092561,0.002266139,0.003094398,0.0009754046,0.0009323215,0.8619843],"genre_scores_gemma":[0.001410827,0.000273573,0.002113253,0.000685016,0.0001742905,0.0001560311,0.00006999691,0.00006784579,0.9950492],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6717725,"threshold_uncertainty_score":0.5713494,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02049796145769684,"score_gpt":0.2173046918940238,"score_spread":0.196806730436327,"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."}}