{"id":"W2912536338","doi":"10.29252/jafm.11.02.28262","title":"Porous Media Flow Transitioning into the Forchheimer Regime: a PIV Study","year":2018,"lang":"en","type":"article","venue":"Journal of Applied Fluid Mechanics","topic":"Heat and Mass Transfer in Porous Media","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Porous medium; Inertia; Mechanics; Flow (mathematics); Particle image velocimetry; Flow velocity; Materials science; Porosity; Physics; Classical mechanics; Turbulence; Geology; Geotechnical engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001051152,0.0002244892,0.0003550514,0.0001332245,0.0001640314,0.00004988575,0.0003853591,0.0001248696,0.00008589575],"category_scores_gemma":[0.00002415633,0.0001613457,0.0001120985,0.000271023,0.0000386227,0.0001261172,0.00001835588,0.0005076594,0.00003567667],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007687286,"about_ca_system_score_gemma":0.00007484249,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003976601,"about_ca_topic_score_gemma":0.00006352189,"domain_scores_codex":[0.9983473,0.00003029434,0.000607721,0.0001374079,0.0005416039,0.0003356584],"domain_scores_gemma":[0.9992005,0.0001137565,0.0000568946,0.0002881403,0.0001669825,0.0001737086],"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":[0.0009635632,0.0007169953,0.00001001032,0.0001719022,0.002016068,0.0003527907,0.2906046,0.01310167,0.4291233,0.02367294,0.0227583,0.2165078],"study_design_scores_gemma":[0.0163773,0.00523005,0.0001704094,0.0004976135,0.003260567,0.001011677,0.06346882,0.2738427,0.4731356,0.0812066,0.0788957,0.002902925],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6012846,0.00117716,0.3816756,0.0006284127,0.006154474,0.001038609,0.000008217575,0.0002969772,0.007736004],"genre_scores_gemma":[0.9935697,0.0001929865,0.004569003,0.0001855068,0.001388532,0.00001761039,0.00000221969,0.00006513347,0.000009302274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3922852,"threshold_uncertainty_score":0.6579487,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01075365793115311,"score_gpt":0.2173319019698518,"score_spread":0.2065782440386987,"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."}}