{"id":"W184762044","doi":"10.1007/978-1-4471-4911-8_9","title":"Recent Development of Non-precious Metal Catalysts","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes in energy","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Commercialization; Catalysis; Durability; Precious metal; Materials science; Nanotechnology; Platinum; Metal; Business; Metallurgy; Chemistry; Composite material; Organic 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003287472,0.0005964081,0.0005769457,0.0007069161,0.0002305575,0.001224692,0.001335646,0.0007040959,0.005719048],"category_scores_gemma":[0.0004332823,0.0003962175,0.0003792744,0.001091113,0.0002767552,0.001319214,0.0008906976,0.0009953191,0.004265115],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004986024,"about_ca_system_score_gemma":0.0003615316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002195023,"about_ca_topic_score_gemma":0.0005579914,"domain_scores_codex":[0.9997712,0.00001787037,0.00001543952,0.00005854191,0.0001056452,0.00003127534],"domain_scores_gemma":[0.9998655,0.00004606938,0.00001479106,0.00002131331,0.00003884554,0.00001348042],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002150642,0.0002174286,0.0002419711,0.009487856,0.00007810749,0.0004353724,0.0001653115,0.0009144331,0.1621153,0.03798368,0.01873987,0.7694057],"study_design_scores_gemma":[0.00001388626,0.0002412271,0.0004463026,0.0002600828,0.00005846566,0.0009741164,0.00004821759,0.0008908358,0.1755432,0.007111082,0.8143921,0.0000205024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.02790121,0.8446625,0.01877631,0.001085982,0.001879076,0.00007007969,0.0002691624,0.0003380912,0.1050176],"genre_scores_gemma":[0.1225193,0.7215015,0.02263518,0.001200864,0.001094965,0.0001132055,0.001473665,0.0002226698,0.1292387],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.005719048,"threshold_uncertainty_score":0.01913208,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009527062996238567,"score_gpt":0.2130998397442192,"score_spread":0.2035727767479806,"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."}}