{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008418735,0.001747318,0.001247917,0.004254777,0.004241178,0.004087041,0.001777149,0.001871694,0.3528803],"category_scores_gemma":[0.001543313,0.0009446262,0.0008910822,0.005345375,0.001149931,0.001587134,0.002144318,0.002891167,0.1610004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01740172,"about_ca_system_score_gemma":0.04941132,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7753957,"about_ca_topic_score_gemma":0.890175,"domain_scores_codex":[0.9979568,0.00004430788,0.00004273712,0.0001847343,0.001566506,0.0002049604],"domain_scores_gemma":[0.9985197,0.00005070095,0.00003485167,0.0001321357,0.00110824,0.0001544332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002825643,0.00002285671,0.0001713513,0.0003171658,0.000009582698,0.00005486455,0.00004433696,0.0001834345,0.001055761,0.02407756,0.8692703,0.1047645],"study_design_scores_gemma":[0.000002306331,0.000003747066,0.0001602629,0.00002367837,0.000002822468,0.00001276204,0.00001582033,0.00004864597,0.0002419895,0.0007282085,0.9987553,0.000004384965],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004213658,0.009719431,0.001552354,0.004222398,0.003572048,0.0001564175,0.008019966,0.0005279711,0.971808],"genre_scores_gemma":[0.001782606,0.006747959,0.001050027,0.0004755898,0.00006911154,0.00003835932,0.002780246,0.0001123221,0.9869438],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3528803,"threshold_uncertainty_score":0.9230376,"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."}}