{"id":"W2505761658","doi":"10.1007/978-0-387-49582-8","title":"Modern Aspects of Electrochemistry, Number 43","year":2008,"lang":"en","type":"book","venue":"Modern aspects of electrochemistry","topic":"Electrochemical Analysis and Applications","field":"Chemistry","cited_by":58,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"","keywords":"Electrochemistry; Computer science; Physics; Electrode","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":[0.0002724976,0.001243155,0.001053438,0.001680073,0.0007662253,0.001931144,0.001028004,0.0009343526,0.04885219],"category_scores_gemma":[0.0005663888,0.0005296425,0.0004723618,0.001868438,0.0009542366,0.002511118,0.0009748956,0.003090441,0.02585992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009504777,"about_ca_system_score_gemma":0.001007944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001110182,"about_ca_topic_score_gemma":0.00337522,"domain_scores_codex":[0.9996647,0.00002122178,0.00001333263,0.00005459164,0.0002257792,0.00002032373],"domain_scores_gemma":[0.9998376,0.0000393755,0.000006857369,0.00001920601,0.00007748806,0.00001935883],"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":[0.00002876679,0.000077474,0.00008279643,0.0005665769,0.0000125859,0.00006977027,0.0001237146,0.0004722296,0.002788356,0.04602447,0.6268237,0.3229296],"study_design_scores_gemma":[0.000002558636,0.00001411341,0.0001888053,0.0001030884,0.000004844625,0.0001591567,0.00001509425,0.0001900031,0.0003818022,0.01332314,0.9856122,0.000005288009],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006926377,0.1516843,0.01150338,0.002773793,0.01294384,0.00008174828,0.0002439627,0.0004514229,0.819625],"genre_scores_gemma":[0.003379562,0.04409014,0.004131278,0.001341405,0.002862763,0.00005466559,0.0001886352,0.0001782369,0.9437733],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04885219,"threshold_uncertainty_score":0.1634269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007375045433808441,"score_gpt":0.224891087104952,"score_spread":0.2175160416711435,"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."}}