{"id":"W2911333954","doi":"10.1149/200231.0468pv","title":"Novel Method for the Estimation of the Electroactive Pt Area","year":2002,"lang":"en","type":"article","venue":"ECS Proceedings Volumes","topic":"Electrocatalysts for Energy Conversion","field":"Energy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Adsorption; Chemistry; Catalysis; Metal; Electrode; Redox; Crystallite; Oxygen evolution; Platinum; Electrochemistry; Oxygen; Inorganic chemistry; Physical chemistry; Crystallography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003460759,0.0001690931,0.0001832909,0.00006515603,0.0002836753,0.00003753182,0.0004497032,0.00009754144,0.00006162935],"category_scores_gemma":[0.0005169628,0.0001026521,0.0001704938,0.0004489435,0.00007185688,0.0002485442,0.00006642516,0.0001640315,0.00000852674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001399508,"about_ca_system_score_gemma":0.00002443329,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003224425,"about_ca_topic_score_gemma":0.00005135081,"domain_scores_codex":[0.9988763,0.000008213303,0.0002252037,0.0002523367,0.0003359165,0.0003020603],"domain_scores_gemma":[0.998977,0.0002241004,0.0002578255,0.0001817695,0.0003274816,0.00003179754],"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":[0.0001568982,0.0002657177,0.0003047417,0.0001337776,0.0005419874,2.012351e-7,0.00381236,0.00760808,0.7008994,0.1308028,0.03339331,0.1220807],"study_design_scores_gemma":[0.0004324677,0.0001039073,0.0002639002,0.00002305616,0.0001290698,0.00002145528,0.0002147793,0.4793194,0.4999172,0.002819452,0.01661457,0.0001407517],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4754416,0.002668177,0.3346871,0.02140965,0.001691043,0.004067864,0.00002300619,0.0009445781,0.1590671],"genre_scores_gemma":[0.9829525,0.00002096788,0.0124486,0.0001520396,0.000101324,0.0001079901,0.000003080502,0.00003676067,0.00417676],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5075109,"threshold_uncertainty_score":0.4186031,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01756757030715339,"score_gpt":0.2399628485814344,"score_spread":0.222395278274281,"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."}}