{"id":"W2036884447","doi":"10.1016/j.jpowsour.2005.02.032","title":"A simple, mathematical model of thermal coupling in fuel cell stacks","year":2005,"lang":"en","type":"article","venue":"Journal of Power Sources","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":39,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Mitacs; Ballard Power Systems; National Science Foundation","keywords":"Coolant; Stack (abstract data type); Heat transfer; Mechanics; Laplace transform; Coupling (piping); Infinitesimal; Steady state (chemistry); Thermodynamics; Channel (broadcasting); Materials science; Physics; Mathematics; Chemistry; Mathematical analysis; Engineering; Computer science; Electrical engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007068925,0.0007885367,0.001151322,0.000752618,0.00141199,0.002267356,0.002275429,0.003065877,0.004678384],"category_scores_gemma":[0.002480997,0.0008247233,0.001148308,0.0007696838,0.002065924,0.004246734,0.001517468,0.001855347,0.0006584708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001120569,"about_ca_system_score_gemma":0.001023621,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004317056,"about_ca_topic_score_gemma":0.003053346,"domain_scores_codex":[0.9997321,0.00008456261,0.00001262319,0.00004534242,0.00007805867,0.00004727257],"domain_scores_gemma":[0.9996456,0.0001650096,0.00004286349,0.00003487836,0.00006860476,0.00004297814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003198174,0.00006558823,0.0002058539,0.00007843702,0.00001966184,0.0001411331,0.0001318603,0.4576693,0.002703955,0.5356179,0.001270722,0.002063636],"study_design_scores_gemma":[0.00002079858,0.00001690581,0.00008670012,0.000008956866,0.00001021314,0.00004268312,0.00002884773,0.9000217,0.0003276215,0.09816937,0.001245648,0.00002054587],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1306792,0.002930693,0.7410225,0.004314788,0.000737662,0.0001477646,0.0004564787,0.000284338,0.1194265],"genre_scores_gemma":[0.9180591,0.001593282,0.03747666,0.0005932119,0.0003593352,0.0002573886,0.00018435,0.0001769868,0.0412997],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004678384,"threshold_uncertainty_score":0.01565081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008393105074564974,"score_gpt":0.2083808536568817,"score_spread":0.1999877485823167,"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."}}