{"id":"W3124336881","doi":"","title":"Technical-Economic Cost Modeling as a Technology Management Tool: A Case Study of Membranes for PEM Fuel Cells","year":2014,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Energy Efficiency and Management","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Proton exchange membrane fuel cell; Fuel cells; Membrane; Engineering; Business; Chemistry; Chemical engineering","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":[0.00190106,0.0008565415,0.0005188272,0.001069005,0.001190515,0.002492601,0.001489422,0.002614711,0.00383205],"category_scores_gemma":[0.004644424,0.0004606823,0.0008736636,0.00143862,0.0007659296,0.001857164,0.0007787978,0.001519696,0.0002334924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00337547,"about_ca_system_score_gemma":0.001815474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02182242,"about_ca_topic_score_gemma":0.02030316,"domain_scores_codex":[0.9993181,0.0004033463,0.00002637661,0.00003924732,0.0001246868,0.00008819639],"domain_scores_gemma":[0.9965635,0.002873336,0.0001123276,0.0001153864,0.0002466696,0.00008880607],"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":[0.0001744783,0.0004593254,0.004461185,0.000121041,0.00003529811,0.0007783208,0.0002274142,0.9542151,0.001423674,0.02147544,0.0008627111,0.01576609],"study_design_scores_gemma":[0.00003201775,0.0001262758,0.001628474,0.00002572654,0.0000285342,0.0001015456,0.0005482184,0.9887627,0.00141673,0.005481359,0.001818724,0.00002976878],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9034457,0.0006325237,0.05276971,0.001789558,0.00004717931,0.000263569,0.0005343081,0.0001127345,0.04040474],"genre_scores_gemma":[0.9876538,0.0002055726,0.009276312,0.00002093725,0.000007458532,0.00005558207,0.00007358541,0.00002638891,0.002680397],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02182242,"threshold_uncertainty_score":0.04339081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00959584837447152,"score_gpt":0.2479611930799767,"score_spread":0.2383653447055051,"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."}}