{"id":"W1981590854","doi":"10.1002/cjce.5450790401","title":"À l'occasion du 50<sup>e</sup> congrès canadien de génie chimique à Montréal, QC","year":2001,"lang":"fr","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Research, Science, and Academia","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Library science; Art; Art history; Humanities; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00468199,0.0003072293,0.0004988295,0.0005546602,0.0004002487,0.000661699,0.002454268,0.0003192847,0.0007420869],"category_scores_gemma":[0.006679431,0.0002241739,0.0002902931,0.00123896,0.0005911225,0.0007302419,0.00008606561,0.001896371,0.0000832722],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001520236,"about_ca_system_score_gemma":0.003715544,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.125949,"about_ca_topic_score_gemma":0.02255324,"domain_scores_codex":[0.9958258,0.0001531853,0.0009510954,0.0003183397,0.001193155,0.001558476],"domain_scores_gemma":[0.9943533,0.001055917,0.0002444776,0.0004267931,0.0005359395,0.003383594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001442751,0.0000696631,0.01270922,0.00008754373,0.0002420463,0.006979316,0.01201588,0.6633575,0.04267245,0.008804088,0.1883504,0.06456766],"study_design_scores_gemma":[0.0008386232,0.0001408814,0.001277538,0.0005911225,0.00006517197,0.009056956,0.0007252583,0.3641523,0.01040057,0.004897316,0.6072396,0.0006145928],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941753,0.01002392,0.00107151,0.04417073,0.000903755,0.000154574,0.00002972854,0.00001227897,0.001880482],"genre_scores_gemma":[0.994957,0.0004535574,0.0006140076,0.0006002944,0.001436553,0.000002842337,0.000001005522,0.00003294028,0.001901812],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4188893,"threshold_uncertainty_score":0.9952826,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03823548877658557,"score_gpt":0.2808317066104685,"score_spread":0.242596217833883,"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."}}