{"id":"W3199011047","doi":"","title":"Modeling and synchrotron imaging of droplet detachment in gas channels of polymer electrolyte fuel cells","year":2018,"lang":"en","type":"article","venue":"RWTH Publications (RWTH Aachen)","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Inlet; Synchrotron; Mechanics; Contact angle; Electrolyte; Channel (broadcasting); Flow (mathematics); Phase (matter); Two-phase flow; Diffusion; Materials science; Volume (thermodynamics); Gaseous diffusion; Chemistry; Fuel cells; Optics; Thermodynamics; Composite material; Mechanical engineering; Chemical engineering; Physics; Electrical engineering; Engineering; Electrode","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":[0.000204968,0.0002944222,0.0003838677,0.0001867687,0.0003891872,0.000745088,0.0007318283,0.0009371847,0.001554226],"category_scores_gemma":[0.0005655923,0.000375765,0.0003307825,0.0002524145,0.0004812725,0.0006051464,0.000333562,0.0004266788,0.0002024676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149947,"about_ca_system_score_gemma":0.0007133003,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005620415,"about_ca_topic_score_gemma":0.002646659,"domain_scores_codex":[0.9998882,0.00001760033,0.000003570231,0.00002358475,0.00003526586,0.00003178005],"domain_scores_gemma":[0.9998626,0.00007773743,0.00001397715,0.00001085491,0.00002205501,0.00001288988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004398783,0.0003333991,0.005246258,0.00009873048,0.00002836123,0.0004324866,0.0001738038,0.85976,0.121695,0.005703406,0.0007239728,0.005364724],"study_design_scores_gemma":[0.00002807649,0.00004876788,0.002499913,0.000003760367,0.000005193232,0.00003713148,0.00004796549,0.9789965,0.01737859,0.0006067852,0.0003359948,0.00001129018],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745865,0.000495962,0.01711018,0.000309554,0.00001897234,0.0000381865,0.0001859182,0.0001144894,0.007140304],"genre_scores_gemma":[0.9956878,0.0001875215,0.002312225,0.00001734877,0.000004334232,0.00001551618,0.00007919304,0.00002082694,0.001675138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005620415,"threshold_uncertainty_score":0.01117539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006334752700209519,"score_gpt":0.2085558253313932,"score_spread":0.2022210726311837,"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."}}