{"id":"W1500326103","doi":"","title":"Assessing materials innovation with technical-economic cost models","year":2012,"lang":"en","type":"article","venue":"","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Muprime Technology (Canada); Simon Fraser University","funders":"","keywords":"Context (archaeology); Resource (disambiguation); Process (computing); Investment (military); Computer science; Production (economics); Manufacturing engineering; Risk analysis (engineering); Engineering; Business","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":[0.003415243,0.001388602,0.0008374969,0.002660284,0.0006159196,0.002743615,0.002012943,0.002855714,0.005562458],"category_scores_gemma":[0.01253049,0.0007966274,0.001325204,0.002711368,0.0009698264,0.003332796,0.001145773,0.00140446,0.0006488412],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005071209,"about_ca_system_score_gemma":0.002636641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01194106,"about_ca_topic_score_gemma":0.008014261,"domain_scores_codex":[0.9983695,0.000802818,0.00006968717,0.0001153376,0.0004435782,0.0001989976],"domain_scores_gemma":[0.9930602,0.005340136,0.0004802122,0.0002992191,0.000638345,0.000182013],"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":[0.000008484767,0.0000151962,0.0003107018,0.00001989228,0.000006889368,0.00001567387,0.00000618492,0.9807662,0.00007814353,0.01674193,0.0001541486,0.001876535],"study_design_scores_gemma":[0.000007067663,0.00002069728,0.0002076243,0.00001142742,0.000008591626,0.00001492987,0.00001588093,0.983453,0.0001138875,0.0149677,0.001169375,0.000009840846],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1894462,0.001472694,0.7044476,0.00252866,0.000130677,0.0005400648,0.002387466,0.0003236261,0.09872302],"genre_scores_gemma":[0.920229,0.001178727,0.06489462,0.0001406822,0.00005818596,0.0007024202,0.0007461207,0.0001120794,0.01193818],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01194106,"threshold_uncertainty_score":0.03679436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02573308143058995,"score_gpt":0.2414189668284609,"score_spread":0.2156858853978709,"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."}}