{"id":"W2114032312","doi":"10.1002/cssc.201300127","title":"Platinum‐ and Membrane‐Free Swiss‐Roll Mixed‐Reactant Alkaline Fuel Cell","year":2013,"lang":"en","type":"article","venue":"ChemSusChem","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Borohydride; Anode; Osmium; Cathode; Proton exchange membrane fuel cell; Chemistry; Catalysis; Platinum; Inorganic chemistry; Alkaline fuel cell; Power density; Direct-ethanol fuel cell; Chemical engineering; Materials science; Electrolyte; Electrode; Ruthenium; Organic chemistry; Physical chemistry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001578176,0.0003710547,0.0003689142,0.0001149578,0.0001040287,0.00007071423,0.0004551402,0.0002634273,0.001152542],"category_scores_gemma":[0.0001244148,0.000346249,0.0001160856,0.000269704,0.0000971093,0.0003665762,0.000265472,0.0002997208,0.0008468743],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001120356,"about_ca_system_score_gemma":0.00005560812,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001533837,"about_ca_topic_score_gemma":0.0003168048,"domain_scores_codex":[0.9980536,0.00002953334,0.0003660513,0.0005477875,0.0004057132,0.0005973198],"domain_scores_gemma":[0.9984247,0.0001251268,0.0001534672,0.0008409627,0.0001649566,0.0002907903],"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":[0.00004013945,0.00009969101,0.0001344828,0.0001732905,0.00006420354,0.00001790873,0.0002177355,0.00003060925,0.9742789,0.002324434,0.02028443,0.002334182],"study_design_scores_gemma":[0.0016919,0.00007314226,0.0001643229,0.00002055783,0.00004753685,0.00003016494,0.0001397999,0.001342692,0.9034328,0.003219244,0.08940584,0.0004319985],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7995921,0.0009685467,0.00001651131,0.0007757422,0.0002187992,0.0001797229,0.000002709731,0.0002812452,0.1979646],"genre_scores_gemma":[0.9900635,0.0001624251,0.001070062,0.0002929123,0.0002428868,0.00004591445,0.0001056448,0.00008358357,0.007933005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1904715,"threshold_uncertainty_score":0.9999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006524176316318497,"score_gpt":0.1850031312797462,"score_spread":0.1784789549634277,"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."}}