{"id":"W2004847790","doi":"10.1002/cjce.20412","title":"Design and assessment of a novel static mixer","year":2010,"lang":"en","type":"article","venue":"The Canadian Journal of Chemical Engineering","topic":"Hydraulic flow and structures","field":"Engineering","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Baffle; Static mixer; Laminar flow; Mixing (physics); Mechanics; Reynolds number; Pressure drop; Turbulence; Static pressure; Materials science; Mechanical engineering; Acoustics; Engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00132964,0.0004404983,0.000658144,0.0006820243,0.0005574806,0.001254834,0.001213312,0.0006588487,0.003153282],"category_scores_gemma":[0.0008817381,0.000337688,0.0004608716,0.000327624,0.0003314385,0.0007861254,0.0006738646,0.000427754,0.001100276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005252899,"about_ca_system_score_gemma":0.001087045,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003509842,"about_ca_topic_score_gemma":0.0004624427,"domain_scores_codex":[0.9992986,0.0001000382,0.00004418167,0.0001279537,0.0003601018,0.00006905559],"domain_scores_gemma":[0.9994186,0.00009321522,0.00009537872,0.00005462195,0.0002372029,0.0001009823],"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":[0.001272362,0.0003887387,0.00415552,0.0007029358,0.0000917069,0.0003551667,0.0001003516,0.01684186,0.7856717,0.007181596,0.001573722,0.1816643],"study_design_scores_gemma":[0.0004461668,0.007802201,0.00782012,0.0001049596,0.0004167635,0.001368325,0.000115399,0.1789377,0.7436562,0.001269727,0.05792235,0.0001401217],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.2132196,0.001907113,0.7671916,0.0003698309,0.00057422,0.0005872945,0.000208454,0.001967112,0.01397483],"genre_scores_gemma":[0.714578,0.0008112497,0.270636,0.0002590033,0.0002686186,0.0003051092,0.0004964711,0.00008043813,0.01256519],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003153282,"threshold_uncertainty_score":0.01054883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008568607269158058,"score_gpt":0.2050088755413078,"score_spread":0.1964402682721497,"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."}}