{"id":"W2891129098","doi":"10.1002/cjce.23305","title":"Experimental methods in chemical engineering: Preface","year":2018,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Innovative Microfluidic and Catalytic Techniques Innovation","field":"Engineering","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Computer science; Scale (ratio); Instrumentation (computer programming); Nanotechnology; Biochemical engineering; Process engineering; Management science; Mechanical engineering; Engineering; Materials science; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005918673,0.001593623,0.001256124,0.004337828,0.001333406,0.003001234,0.001754939,0.00226093,0.02035034],"category_scores_gemma":[0.01223506,0.0008603378,0.00104798,0.003302842,0.002968919,0.004436723,0.002361163,0.00620854,0.01432151],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001905464,"about_ca_system_score_gemma":0.002146851,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001115275,"about_ca_topic_score_gemma":0.0009433284,"domain_scores_codex":[0.9967144,0.0007668424,0.000382355,0.0004658194,0.001557854,0.0001128799],"domain_scores_gemma":[0.9890605,0.004862044,0.0005134567,0.001309649,0.003865168,0.0003891664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001652561,0.0002762536,0.0008201457,0.007510124,0.00007641107,0.0004131068,0.0007375379,0.001444468,0.009228501,0.1079527,0.3130391,0.5583364],"study_design_scores_gemma":[0.000006326303,0.00009125297,0.0005547982,0.0009771934,0.000009807316,0.0003161154,0.00009615575,0.0002153166,0.001740084,0.02469829,0.9712607,0.00003393906],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"editorial","genre_scores_codex":[0.003671382,0.4949184,0.2345641,0.02806948,0.1401372,0.001387816,0.002563206,0.001263033,0.09342533],"genre_scores_gemma":[0.03401566,0.5307391,0.1844058,0.02009575,0.09119543,0.002561293,0.004303388,0.001769676,0.1309138],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.02035034,"threshold_uncertainty_score":0.06807864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01464632519251352,"score_gpt":0.2668422655236219,"score_spread":0.2521959403311084,"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."}}