{"id":"W4362591012","doi":"10.1149/2.f07231if","title":"Tech Highlights - Spring 2023","year":2023,"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); Nanotechnology; Engineering; Library science; Engineering physics; Materials science; Computer science; 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":[0.0001157781,0.0001545822,0.0001420587,0.00001129984,0.0001012883,0.00003557889,0.0002697135,0.00008949933,0.00004473128],"category_scores_gemma":[0.00002933869,0.0001147325,0.0001008643,0.0003271321,0.00005144781,0.00005651449,0.00006628368,0.0002300984,0.0004265338],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007739199,"about_ca_system_score_gemma":0.000003244084,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009583188,"about_ca_topic_score_gemma":0.000001551473,"domain_scores_codex":[0.9991117,0.00001105373,0.0001560322,0.00015337,0.0001228259,0.0004450557],"domain_scores_gemma":[0.9995968,0.0001019308,0.00001726786,0.0002164613,0.00001690964,0.00005059372],"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":[0.000003151788,0.000002610095,0.000002701489,0.00001936983,0.00003670472,5.666072e-7,0.0001382801,0.00371907,0.9882119,0.0002189449,0.007549859,0.00009680197],"study_design_scores_gemma":[0.00007848901,0.00000916045,0.00003003096,0.00001915353,0.000008392738,0.000003854605,0.00004898866,0.007586264,0.9663862,0.0007394237,0.02493703,0.0001530063],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966268,0.0003266901,0.02633585,0.0008132675,0.0004402857,0.0001117195,0.000003378991,0.002810148,0.002890676],"genre_scores_gemma":[0.9965234,0.0002955164,0.0008732485,0.00006175958,0.0002499605,0.0000219977,0.000005992727,0.00004745131,0.00192065],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03025544,"threshold_uncertainty_score":0.5482372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00991489395463106,"score_gpt":0.2302819133175329,"score_spread":0.2203670193629019,"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."}}