{"id":"W1997324388","doi":"10.1002/cjce.20079","title":"Preamble for special issue honouring John Ross Grace","year":2008,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Chemistry and Chemical Engineering","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal; Western University","funders":"","keywords":"Library science; Preamble; Citation; Engine department; Management; Art history; Operations research; Engineering; History; Computer science; Telecommunications; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001466046,0.0001393295,0.0001736731,0.0000242882,0.0001158384,0.00002566249,0.0003923945,0.00008305642,0.0004829856],"category_scores_gemma":[0.000210491,0.0001164717,0.0001273626,0.0001373382,0.0001045529,0.0001205547,0.0000301291,0.0003238926,0.0000168074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003282383,"about_ca_system_score_gemma":0.00006636172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002607542,"about_ca_topic_score_gemma":0.00004058865,"domain_scores_codex":[0.9990791,0.000002717396,0.0002553455,0.0001096066,0.0001716135,0.0003815842],"domain_scores_gemma":[0.9992449,0.0000788535,0.00006676854,0.0001400783,0.00001804728,0.0004513788],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00002879633,0.00001750505,0.0004846147,0.00004094,0.00005335196,0.00008793177,0.0006795023,0.1609785,0.8100249,0.0000513436,0.02658873,0.0009638674],"study_design_scores_gemma":[0.0003804791,0.00001751718,0.0002094749,0.00004477031,0.00002275806,0.0005337845,0.000006898496,0.005708348,0.8952794,0.00007315809,0.09749217,0.0002312276],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9961779,0.0001327723,0.000753377,0.0004412884,0.0003402244,0.00008570195,0.000006338992,0.000016971,0.002045414],"genre_scores_gemma":[0.9961529,0.000003410468,0.001300787,0.00004590828,0.002193772,0.000004109673,0.000001487126,0.00002349833,0.000274115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1552702,"threshold_uncertainty_score":0.5288354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006051079218437776,"score_gpt":0.1705349755158309,"score_spread":0.1644838962973931,"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."}}