{"id":"W4239512803","doi":"10.1016/s0022-0728(02)00740-4","title":"Preface","year":2002,"lang":"en","type":"article","venue":"Journal of Electroanalytical Chemistry","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"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":[0.0003834278,0.000182201,0.0003884856,0.00006130186,0.00004361004,0.00004976087,0.0004247683,0.0001234256,0.006453441],"category_scores_gemma":[0.0007168471,0.0001514213,0.0003299873,0.0004387022,0.00009744646,0.0001775229,0.0000294334,0.0008169652,0.0006747038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002229037,"about_ca_system_score_gemma":0.00005700428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.376127e-7,"about_ca_topic_score_gemma":1.635652e-7,"domain_scores_codex":[0.9980075,0.00003037042,0.0006385865,0.0001586932,0.000694055,0.0004708037],"domain_scores_gemma":[0.9985416,0.0001134547,0.0003925184,0.0002545182,0.0003188713,0.000379045],"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":[0.000114382,0.0004790621,0.0005631734,0.00004113587,0.000405013,0.0002402958,0.00003901265,0.00006868988,0.9090547,0.0001322311,0.08821945,0.0006428462],"study_design_scores_gemma":[0.001867044,0.0003055239,0.0003608202,0.00007511296,0.0006699786,0.004218057,0.00004013109,0.008491463,0.9258759,0.001571151,0.05602476,0.0005000426],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7918437,0.003781162,0.0003931634,0.002242086,0.00007963496,0.0000724978,0.000007291715,0.00008547981,0.201495],"genre_scores_gemma":[0.9925643,0.00004331396,0.000479095,0.00008582748,0.0005273017,5.316307e-7,5.924715e-7,0.00004307229,0.006256002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2007206,"threshold_uncertainty_score":0.9944548,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0171212899978123,"score_gpt":0.2325700750710684,"score_spread":0.2154487850732562,"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."}}