{"id":"W4244943920","doi":"10.1007/978-1-4614-5491-5_1494","title":"Surface Conductivity Measurement","year":2015,"lang":"en","type":"book-chapter","venue":"","topic":"Recycling and Waste Management Techniques","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Conductivity; Surface (topology); Materials science; Surface conductivity; Physics; Mathematics; Geometry","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":["insufficient_payload"],"category_scores_codex":[0.0008553332,0.0002543895,0.0002356954,0.00002106887,0.00004653955,0.00002920043,0.0002659242,0.000168156,0.008252747],"category_scores_gemma":[0.00001339325,0.0002161896,0.00008294955,0.0000164016,0.0001306651,0.00008888418,0.0003572142,0.0002028648,0.003443419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004570188,"about_ca_system_score_gemma":0.00001076948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001861658,"about_ca_topic_score_gemma":0.00008448399,"domain_scores_codex":[0.9982474,0.00001517719,0.0001897178,0.0004146164,0.0009554304,0.0001776849],"domain_scores_gemma":[0.9993001,0.00000842291,0.0001080276,0.0004582669,0.00002153022,0.0001036068],"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":[0.000007982541,0.00003066778,0.0001575921,0.0000149567,0.00004970861,0.00001239025,0.00002032151,0.0002735438,0.0003510968,0.02510341,0.9412392,0.03273907],"study_design_scores_gemma":[0.00007413705,0.00004752585,0.00002826503,0.00002998819,0.00002866538,0.000001333293,0.000003499567,0.00003944453,0.0002377882,0.03397117,0.9652386,0.0002996358],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00009076771,0.0001108559,0.000979838,0.0001765102,0.000148696,0.0003048871,0.00000322742,0.0003051739,0.99788],"genre_scores_gemma":[0.01476564,0.00006202046,0.002083766,0.0001046074,0.00004230997,0.000003039401,0.000005570062,0.00003847978,0.9828945],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03243943,"threshold_uncertainty_score":0.9973325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.123265305396989,"score_gpt":0.2631422449255943,"score_spread":0.1398769395286052,"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."}}