{"id":"W2326039281","doi":"10.1149/1.2921533","title":"Low Pt Thin Cathode Layer Catalyst Layer by Reactive Spray Deposition Technology","year":2008,"lang":"en","type":"article","venue":"ECS Transactions","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Platinum; Materials science; Layer (electronics); Catalysis; Nafion; Chemical engineering; Ionomer; Layer by layer; Proton exchange membrane fuel cell; Composite material; Electrode; Chemistry; Electrochemistry; Polymer; Organic chemistry","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001113845,0.0002997238,0.0002878565,0.0003799356,0.0006095505,0.0000180664,0.0002805944,0.0004107383,0.0002728681],"category_scores_gemma":[0.00002097152,0.0003140958,0.0001601431,0.0008835761,0.0001627656,0.0004511225,0.00001069497,0.0005753225,0.0004650631],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004128786,"about_ca_system_score_gemma":0.0001205402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00367374,"about_ca_topic_score_gemma":0.003863994,"domain_scores_codex":[0.9982216,0.00007555079,0.000318903,0.0005248511,0.0003579144,0.0005011631],"domain_scores_gemma":[0.9989599,0.00006983252,0.0001093924,0.000567224,0.0001627335,0.000130945],"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":[0.00007110273,0.0003927996,0.00007109052,0.00001279594,0.0001896121,0.0000708001,0.0006282934,0.003625675,0.9893927,0.0007079643,0.001865788,0.002971383],"study_design_scores_gemma":[0.0005912904,0.0001027995,0.00006671818,0.00001895906,0.0001101698,0.0003728308,0.0001473348,0.0004195086,0.978331,0.000247894,0.01924611,0.0003453927],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8554619,0.0004743581,0.1182906,0.002351909,0.0006173189,0.0003224803,0.00004241436,0.001275294,0.02116368],"genre_scores_gemma":[0.9946642,0.0001282377,0.001025581,0.0001489021,0.00006828844,0.00009611503,0.0001920097,0.00007334535,0.003603352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1392023,"threshold_uncertainty_score":0.9999311,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01007202559595151,"score_gpt":0.2193370561733268,"score_spread":0.2092650305773753,"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."}}