{"id":"W4412908327","doi":"10.1093/mam/ozaf048.495","title":"Crafting a Lower CC Lens for Reducing Cost and Specimen Damage in Cryo-EM","year":2025,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced Electron Microscopy Techniques and Applications","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trinity College","funders":"","keywords":"Lens (geology); Materials science; Optics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002015755,0.001265928,0.0009856002,0.002208168,0.001514885,0.00190175,0.001713505,0.001583616,0.02714509],"category_scores_gemma":[0.004735418,0.001299335,0.0008914265,0.001666213,0.001026654,0.002725055,0.001565939,0.002796912,0.005951619],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009035523,"about_ca_system_score_gemma":0.00180013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005782853,"about_ca_topic_score_gemma":0.01255387,"domain_scores_codex":[0.9990457,0.0000754748,0.0001175463,0.0002038735,0.0004395939,0.0001178647],"domain_scores_gemma":[0.9959922,0.001288283,0.0004712167,0.001077105,0.0009760272,0.0001951565],"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":[0.0001470285,0.0000860893,0.000687165,0.0006513354,0.00004240522,0.0002474528,0.0002128988,0.0004170348,0.9504169,0.002148196,0.004604274,0.04033912],"study_design_scores_gemma":[0.00004567678,0.0002827795,0.006308569,0.0001361818,0.0001166875,0.002045207,0.0002170632,0.0044163,0.9296346,0.00092318,0.05576865,0.0001051425],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1782231,0.004895047,0.7833157,0.002083257,0.001582922,0.001069358,0.00122088,0.01310459,0.01450511],"genre_scores_gemma":[0.09660439,0.002352852,0.8755792,0.001114066,0.0001476749,0.0006120725,0.001574458,0.004342461,0.01767287],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.02714509,"threshold_uncertainty_score":0.09080935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006961099706685972,"score_gpt":0.318401608536718,"score_spread":0.311440508830032,"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."}}