{"id":"W2137947193","doi":"10.1115/icmm2005-75126","title":"Review of Experimental Procedure for Determining Liquid Flow in Microchannels","year":2005,"lang":"en","type":"article","venue":"","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Flow (mathematics); Microchannel; Computer science; Microfluidics; Materials science; Mechanics; Nanotechnology; Physics","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":[0.005781102,0.00256349,0.003053224,0.007208065,0.002505,0.0008938045,0.003835581,0.002216073,0.01140413],"category_scores_gemma":[0.009216839,0.001896353,0.001461948,0.004610403,0.001356238,0.001793042,0.00105463,0.00256633,0.01325057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001054105,"about_ca_system_score_gemma":0.002153238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001723374,"about_ca_topic_score_gemma":0.003069257,"domain_scores_codex":[0.9922894,0.001767867,0.0008911469,0.001153138,0.003669332,0.0002290786],"domain_scores_gemma":[0.9909298,0.004030915,0.0006953673,0.001287159,0.002852879,0.0002037677],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005211197,0.0005417491,0.001243857,0.02828741,0.0002692822,0.0008734424,0.0004735916,0.001549273,0.4952657,0.004823432,0.02419504,0.4419562],"study_design_scores_gemma":[0.0001549895,0.001619907,0.01028655,0.00332745,0.0004025681,0.002658312,0.000246725,0.003029253,0.4658296,0.002860074,0.5090907,0.0004938778],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.01840501,0.1985219,0.7442494,0.001152348,0.004295593,0.006054265,0.005587547,0.005746053,0.01598776],"genre_scores_gemma":[0.0220051,0.1782113,0.7642704,0.001469662,0.001051148,0.01372818,0.006299025,0.0009074563,0.01205768],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01140413,"threshold_uncertainty_score":0.03815061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01352822251726159,"score_gpt":0.2573081099998638,"score_spread":0.2437798874826022,"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."}}