{"id":"W4401807927","doi":"10.1057/978-1-349-96110-8_9517","title":"Canadian Society for Chemistry (CSC)","year":2024,"lang":"en","type":"book-chapter","venue":"Palgrave Macmillan UK eBooks","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Killam Trusts; Canada Council for the Arts; École des Hautes Etudes en Sciences Sociales; Strong","keywords":"Chemistry; 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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006905452,0.0004430331,0.0002890523,0.00001292316,0.00009291193,0.00004481045,0.0003432077,0.0005220589,0.005072431],"category_scores_gemma":[0.000007412905,0.0004606713,0.0005769396,0.0000132759,0.0001368019,3.731582e-7,0.0001695411,0.0004046328,0.0003824113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007397093,"about_ca_system_score_gemma":0.00005817345,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001516221,"about_ca_topic_score_gemma":0.002054447,"domain_scores_codex":[0.9984307,5.880531e-7,0.000251852,0.0005993844,0.0002219549,0.000495554],"domain_scores_gemma":[0.999056,0.00003703765,0.00005503635,0.0004033445,0.000008303692,0.0004402236],"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":[0.00006520944,0.000001867847,0.00010161,0.004912609,0.001848428,0.0004002883,0.001271077,0.0003993413,0.4618488,0.4771513,0.02178021,0.03021923],"study_design_scores_gemma":[0.0002157299,0.00001231963,0.000002854431,0.0001919432,0.0001678533,0.0000400198,0.00001552406,0.0005450877,0.04416337,0.7292214,0.2244061,0.001017769],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0002201618,0.0003280668,0.00002716989,0.00006472534,0.0001341905,0.0002286585,0.0003779031,0.0001052507,0.9985139],"genre_scores_gemma":[0.8013113,0.00002277305,0.0003521256,0.0001462322,0.0003856662,0.00004655046,0.0001711454,0.0001128525,0.1974514],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8010911,"threshold_uncertainty_score":0.9997845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007249896674793438,"score_gpt":0.1880079478541322,"score_spread":0.1807580511793387,"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."}}