{"id":"W4220724764","doi":"10.1149/2.f06221if","title":"Tech Highlights - Spring 2022","year":2022,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Advanced Sensor and Energy Harvesting Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Spring (device); Engineering; Mechanical engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.0001324894,0.0001435321,0.0001346319,0.000007918752,0.0002758048,0.00002434604,0.0003649307,0.00003807115,0.0002963828],"category_scores_gemma":[0.00001260543,0.0001175843,0.0001043305,0.0001787055,0.00004051764,0.00004427557,0.0001594153,0.0004301236,0.00002226032],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002163834,"about_ca_system_score_gemma":0.000004870732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001096829,"about_ca_topic_score_gemma":7.561775e-7,"domain_scores_codex":[0.9991218,0.00002570377,0.0001548792,0.0001575397,0.0001782344,0.0003618217],"domain_scores_gemma":[0.9996336,0.00006680705,0.0000237585,0.0002231833,0.00001129392,0.00004137953],"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":[0.000007307601,0.000008481145,0.000002658972,0.000009465268,0.00003682672,4.914875e-7,0.0002270299,0.01069064,0.9857026,0.000400599,0.002827684,0.0000862157],"study_design_scores_gemma":[0.00009962461,0.00002277204,0.000005732456,0.000003769937,0.000009831324,0.0000156685,0.0001154522,0.004530554,0.9420247,0.0006306441,0.05238079,0.0001604582],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9517829,0.001219733,0.0421735,0.0005927238,0.0005225047,0.0001342648,0.000006480325,0.001074501,0.002493385],"genre_scores_gemma":[0.9978306,0.00007889124,0.0009889376,0.0001520073,0.0001409595,0.00005655901,0.000004657693,0.0000410583,0.0007062756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0495531,"threshold_uncertainty_score":0.4794948,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006433293215133979,"score_gpt":0.2096209730783526,"score_spread":0.2031876798632186,"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."}}