{"id":"W4247407331","doi":"10.1007/s12678-012-0116-z","title":"Preface","year":2012,"lang":"en","type":"article","venue":"Electrocatalysis","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Materials science; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003290671,0.0001345967,0.0001570862,0.0001428198,0.0000888182,0.00002069166,0.0001987882,0.0000442738,0.0006020355],"category_scores_gemma":[0.00007601832,0.0001255948,0.0001066223,0.0009192064,0.0000279895,0.0004343613,0.00004079036,0.0001228504,0.03337106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001292218,"about_ca_system_score_gemma":0.0000213979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000253213,"about_ca_topic_score_gemma":0.00001581223,"domain_scores_codex":[0.9986538,0.00004766358,0.0001363947,0.000172429,0.000261684,0.0007280133],"domain_scores_gemma":[0.9992699,0.00002930741,0.00005907582,0.0004332843,0.00003532881,0.0001730748],"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":[0.00005254503,0.0003942517,0.05437128,0.00001011999,0.0004537745,0.000001355198,0.001106139,0.00001234713,0.8939485,0.003590916,0.03840341,0.007655393],"study_design_scores_gemma":[0.0002872072,0.00003949008,0.02356207,0.000002936371,0.0002950135,0.0000308288,0.00005903611,0.00008707507,0.812336,0.0001844791,0.1627056,0.0004102857],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9490383,0.00303644,0.001222791,0.000140664,0.00008887321,0.0001482397,0.000007700778,0.0006280618,0.04568888],"genre_scores_gemma":[0.9961587,0.00000641409,0.0005343917,0.0000847917,0.0002385465,0.00002997591,0.00006381527,0.00005956857,0.002823809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1243022,"threshold_uncertainty_score":0.9673816,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01037511080484136,"score_gpt":0.2513627635342705,"score_spread":0.2409876527294292,"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."}}