{"id":"W4395462239","doi":"10.1017/9781009343657.010","title":"Fluid Mechanical Apparatus and Experimental Practices","year":2024,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Rheology and Fluid Dynamics Studies","field":"Chemical Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Ottawa","funders":"","keywords":"Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.00197524,0.001256635,0.00128877,0.002157081,0.001808446,0.003134114,0.002648491,0.00192285,0.0557345],"category_scores_gemma":[0.003585159,0.001004601,0.0006430161,0.001977738,0.001991927,0.003088039,0.002524967,0.002952693,0.05816672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001224345,"about_ca_system_score_gemma":0.002201625,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001020559,"about_ca_topic_score_gemma":0.001402158,"domain_scores_codex":[0.9976847,0.0002291413,0.0002013964,0.0004301505,0.001383134,0.0000716115],"domain_scores_gemma":[0.9989201,0.0002175886,0.00004423841,0.0003311726,0.0004380886,0.00004884791],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001516732,0.0002389187,0.0005417409,0.00372716,0.00001994277,0.0003297195,0.001515083,0.002431682,0.03573859,0.1746905,0.2965839,0.484031],"study_design_scores_gemma":[0.000008184457,0.00004239427,0.0003029067,0.0002869059,0.000004949786,0.0001930747,0.00008009613,0.0004647035,0.003011178,0.01084567,0.9847392,0.00002085318],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.005716258,0.05155326,0.2623726,0.007175335,0.01376851,0.003025904,0.005264781,0.007387684,0.6437358],"genre_scores_gemma":[0.02549628,0.04141419,0.2781442,0.004115125,0.002065126,0.004392375,0.004910579,0.001835665,0.6376264],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.0557345,"threshold_uncertainty_score":0.1864505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01979517231413848,"score_gpt":0.2241911498418762,"score_spread":0.2043959775277377,"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."}}