{"id":"W4399739863","doi":"10.1149/2.f07242if","title":"Tech Highlights","year":2024,"lang":"en","type":"article","venue":"The Electrochemical Society Interface","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Abbott (Canada)","funders":"","keywords":"Engineering ethics; Library science; Engineering; Computer science","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":[0.002238692,0.001197108,0.0006191986,0.005286582,0.002279178,0.009777941,0.001411911,0.002593766,0.1831782],"category_scores_gemma":[0.005999616,0.0005599807,0.0009367593,0.004806827,0.0004344002,0.003725877,0.001905688,0.002559056,0.1709782],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002072075,"about_ca_system_score_gemma":0.007843752,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001511942,"about_ca_topic_score_gemma":0.004238728,"domain_scores_codex":[0.9974246,0.0001045782,0.00009715179,0.0002154907,0.001850602,0.0003076147],"domain_scores_gemma":[0.9919636,0.000525065,0.0003369321,0.0003157297,0.005215161,0.001643567],"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":[0.00003102548,0.00003304913,0.0001198199,0.0003062747,0.000006670708,0.0001454798,0.00001846293,0.0000509788,0.001779774,0.001418643,0.9452232,0.05086658],"study_design_scores_gemma":[0.00000437388,0.0000203683,0.0002206918,0.00004623151,0.000004755193,0.000116306,0.00002559863,0.00003242071,0.0006446215,0.000436049,0.9984438,0.000004749052],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003499873,0.04844663,0.00616012,0.07826021,0.2710079,0.0009068725,0.01200193,0.002062044,0.5776543],"genre_scores_gemma":[0.006728014,0.04397884,0.00246729,0.01546085,0.05231627,0.0003148553,0.008167816,0.0009592024,0.8696069],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1831782,"threshold_uncertainty_score":0.6127923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003302865832585873,"score_gpt":0.2062907655452104,"score_spread":0.2029878997126245,"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."}}