{"id":"W2036810007","doi":"10.1016/s1464-2859(10)70070-5","title":"Vancouver testing and validation center gets fuel cell technology to market faster","year":2010,"lang":"en","type":"article","venue":"Fuel Cells Bulletin","topic":"Fuel Cells and Related Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Innovation Council","funders":"","keywords":"Fuel cells; Engineering; Center (category theory); Research center; Systems engineering; Hydrogen fuel; Characterization (materials science); Test (biology); Manufacturing engineering; Nanotechnology; Materials science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001802688,0.0002454717,0.0002210958,0.0001728242,0.00005152748,0.0000765795,0.0001615076,0.0003199809,0.001938605],"category_scores_gemma":[0.00003726934,0.0002293635,0.00003100375,0.0001269707,0.00004250157,0.00003907645,0.0001196856,0.0003451896,0.0008655111],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001697751,"about_ca_system_score_gemma":0.000006432676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001231925,"about_ca_topic_score_gemma":0.00002020146,"domain_scores_codex":[0.9988697,0.0000194745,0.0002884622,0.0003068217,0.0001177206,0.0003978539],"domain_scores_gemma":[0.999406,0.00007586346,0.00004695701,0.000282973,0.0000587901,0.000129373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003081566,0.00009340323,0.0005903834,0.002821231,0.000033095,0.00006300969,0.0002983094,0.001781495,0.7674436,0.000004048425,0.2254285,0.001412071],"study_design_scores_gemma":[0.0005759085,0.0000544156,0.0001255196,0.00005248289,0.00001945062,0.00001408627,0.00004452383,0.0007248503,0.1018522,0.0001868157,0.8959638,0.0003859776],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4882199,0.001607887,0.0001571511,0.0007954384,0.008901075,0.0008420848,0.00006476894,0.001053327,0.4983584],"genre_scores_gemma":[0.9684111,0.0005710545,0.02144813,0.0002380104,0.0003188147,0.0000417835,0.000006797527,0.0001233002,0.008841008],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6705352,"threshold_uncertainty_score":0.9999124,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004561573241942608,"score_gpt":0.1820977217746778,"score_spread":0.1775361485327352,"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."}}