{"id":"W4412910947","doi":"10.1093/mam/ozaf048.1153","title":"Hydrophilization and Activation of Carbon Coated TEM Grids Using a Light Spectrum Device","year":2025,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Electrohydrodynamics and Fluid Dynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"NorQuest College; Université du Québec à Montréal","funders":"","keywords":"Hydrophilization; Materials science; Spectrum (functional analysis); Carbon fibers; Optoelectronics; Composite material; Physics","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":[0.00008447157,0.000149112,0.0002595556,0.0003318059,0.00007044125,0.00003571811,0.00005530461,0.00009898736,0.000002088405],"category_scores_gemma":[0.000006518763,0.0001582364,0.00004131075,0.0007235623,0.00003596797,0.00006613036,0.00002977445,0.00009176885,1.34715e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007796849,"about_ca_system_score_gemma":0.0000192065,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002167232,"about_ca_topic_score_gemma":0.0001284818,"domain_scores_codex":[0.9993185,0.00001793393,0.000255135,0.0001925773,0.00005161912,0.0001641866],"domain_scores_gemma":[0.9997237,0.00001815833,0.0000482672,0.0001428893,0.00003758477,0.00002945402],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001041843,0.00001286789,0.003269538,0.000126343,0.0001785268,5.081823e-7,0.00009761197,0.004193199,0.9916824,0.0001763733,0.000006425632,0.0002458569],"study_design_scores_gemma":[0.0001603038,0.00001024831,0.0004290392,0.00005431665,0.0001891118,0.000002029168,0.00001976099,0.5419865,0.4568782,0.0001159858,0.00005347904,0.0001010264],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9777636,0.001561495,0.02015411,0.00006204778,0.00004364503,0.00009149237,0.000008053413,0.00004461162,0.0002709755],"genre_scores_gemma":[0.9986136,0.0005955926,0.0006352548,0.00002367442,0.00001172317,0.000001957231,0.00003056651,0.00001672485,0.00007090222],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5377933,"threshold_uncertainty_score":0.6452693,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004101722893219469,"score_gpt":0.217722925373914,"score_spread":0.2136212024806945,"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."}}