{"id":"W2330747864","doi":"10.1149/1.2897443","title":"An Investigation of Commercial Grade 2 Titanium as a Bipolar Plate Material for PEM Fuel Cells","year":2008,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Materials science; Corrosion; Anode; Proton exchange membrane fuel cell; Titanium; Cathode; Graphite; Metallurgy; Stack (abstract data type); Composite material; Fuel cells; Chemical engineering; Electrode; Chemistry","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":[0.0003735205,0.0004337392,0.0002745769,0.0005749278,0.0002934923,0.0007273045,0.0007983274,0.0008730095,0.001341995],"category_scores_gemma":[0.0007902217,0.0002179709,0.0004759759,0.0004806455,0.0001900139,0.0004289187,0.0001896601,0.0002041648,0.0004442467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005568633,"about_ca_system_score_gemma":0.0003667428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002531328,"about_ca_topic_score_gemma":0.004265856,"domain_scores_codex":[0.9995448,0.00005727293,0.00002361898,0.00005153317,0.0002550808,0.00006768329],"domain_scores_gemma":[0.9996433,0.00005017656,0.0000495622,0.00001836073,0.0002185573,0.00001998127],"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":[0.0001317247,0.00005515513,0.0005055367,0.0003235538,0.00001360209,0.000339596,0.00003832965,0.0004184678,0.9929042,0.0001455281,0.0001868725,0.004937299],"study_design_scores_gemma":[0.00001636461,0.001576661,0.003620087,0.00002507266,0.00007274532,0.000546056,0.0002071027,0.003245123,0.9844967,0.00004190024,0.006133752,0.00001847373],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9811826,0.006093614,0.003397314,0.0001943255,0.0001176233,0.0001399285,0.0002663361,0.00005183572,0.008556413],"genre_scores_gemma":[0.9894021,0.002483194,0.00447325,0.00006405543,0.00002932375,0.00003339297,0.000287171,0.00002715368,0.003200353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002531328,"threshold_uncertainty_score":0.005033255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517058886224557,"score_gpt":0.212978598929468,"score_spread":0.1978080100672224,"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."}}