{"id":"W4412911782","doi":"10.1093/mam/ozaf048.943","title":"Recent Advances in Focused Ion Beam Methodologies for 3D Analysis of Biomineralizing Tissues across Multiple Length Scales","year":2025,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Bone Tissue Engineering Materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Focused ion beam; Materials science; Ion beam analysis; Nanotechnology; Ion beam; Beam (structure); Ion; 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":[0.003396109,0.001070343,0.0008173754,0.001452704,0.0003891384,0.001597274,0.001628847,0.001256678,0.002852477],"category_scores_gemma":[0.001949772,0.0006970014,0.0005955549,0.001321825,0.001080691,0.001960498,0.00149643,0.001525349,0.001012516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009032144,"about_ca_system_score_gemma":0.0007996495,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001540266,"about_ca_topic_score_gemma":0.002944555,"domain_scores_codex":[0.9991178,0.000140718,0.00006470208,0.0002461738,0.0003588027,0.00007178402],"domain_scores_gemma":[0.9973571,0.001050907,0.0002971246,0.0002701836,0.0008832604,0.0001413951],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002509808,0.0001006399,0.001465924,0.004516158,0.0001825519,0.0001880622,0.0004874674,0.002196921,0.7420049,0.01188967,0.004114121,0.2326026],"study_design_scores_gemma":[0.00005462484,0.0004464385,0.007677632,0.0004960359,0.000290844,0.002088154,0.0004248764,0.0181411,0.611896,0.01222519,0.3460256,0.0002335062],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.04901479,0.4934872,0.4352582,0.006253964,0.0008698505,0.000172363,0.0005828741,0.001077893,0.01328268],"genre_scores_gemma":[0.1109741,0.3395946,0.5367699,0.002210874,0.001095993,0.0003288154,0.001072162,0.0002876636,0.007665919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003396109,"threshold_uncertainty_score":0.01796055,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02422902644262156,"score_gpt":0.3286845614864225,"score_spread":0.304455535043801,"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."}}