{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001312741,0.000919785,0.0006217764,0.00269112,0.001827926,0.002011259,0.001320052,0.0009215868,0.3323232],"category_scores_gemma":[0.007826309,0.0002318723,0.000633506,0.00158987,0.0004199476,0.002066872,0.001739238,0.002669243,0.2214269],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001519932,"about_ca_system_score_gemma":0.001739908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002712548,"about_ca_topic_score_gemma":0.003600328,"domain_scores_codex":[0.9993252,0.00007761781,0.00003648522,0.0001099044,0.0003918505,0.00005903996],"domain_scores_gemma":[0.9961204,0.0005074613,0.0001284427,0.0004396216,0.002340401,0.0004636869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004946713,0.00003953368,0.0001203419,0.0001694167,0.000003399759,0.00005761416,0.00003298837,0.00008614296,0.0005166067,0.005905834,0.9284487,0.06457004],"study_design_scores_gemma":[0.000004253189,0.00001508997,0.0002373355,0.00007799895,0.000002614426,0.00004729509,0.00002912843,0.00004415367,0.0004706213,0.003454729,0.9956108,0.000006115214],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"editorial","genre_scores_codex":[0.002504512,0.02178658,0.02430398,0.03526236,0.3686118,0.0009625746,0.01575463,0.002464661,0.5283489],"genre_scores_gemma":[0.008538375,0.008900912,0.006365558,0.008209963,0.03666119,0.0004257518,0.01127258,0.0009075078,0.9187182],"genre_candidate":"editorial","genre_consensus":null,"teacher_disagreement_score":0.3323232,"threshold_uncertainty_score":0,"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."}}