{"id":"W4412909366","doi":"10.1093/mam/ozaf048.1113","title":"A Comparative Analysis of STEM Phase Retrieval Techniques: Evaluating Transfer of Information and Dose Efficiency","year":2025,"lang":"en","type":"article","venue":"Microscopy and Microanalysis","topic":"Advanced X-ray Imaging Techniques","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Phase (matter); Information retrieval; Materials science; Computer science; Chemistry","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":[0.0004074578,0.0001680967,0.0006834666,0.0007941482,0.00009547245,0.00003400813,0.000119357,0.0000421421,0.0000260058],"category_scores_gemma":[0.000005659319,0.0001579196,0.0001801499,0.001745059,0.0002065939,0.0002496249,0.00005408048,0.0001081762,2.20498e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002028712,"about_ca_system_score_gemma":0.00005516267,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001517189,"about_ca_topic_score_gemma":0.000003693948,"domain_scores_codex":[0.9988395,0.00007088691,0.000616595,0.0002139269,0.0001138935,0.0001452295],"domain_scores_gemma":[0.9991916,0.00009345763,0.0002127467,0.0002376796,0.0002321234,0.00003243059],"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":[0.000192514,0.0001903024,0.009278263,0.00008845772,0.001900768,9.485952e-8,0.002424724,0.00007718532,0.9473181,0.001096873,0.00002415431,0.03740852],"study_design_scores_gemma":[0.0006883759,0.0001078943,0.000473094,0.00007875021,0.003485869,1.430173e-7,0.00120502,0.006167235,0.9871328,0.0003280764,0.0001910344,0.0001416855],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6357182,0.000307472,0.363311,0.00001525032,0.000005418013,0.0001833862,0.0001272542,0.00002035837,0.0003116592],"genre_scores_gemma":[0.9811754,0.00003055443,0.01864333,0.00002089544,0.000003704492,0.00001058116,0.00006870235,0.000003431403,0.00004341071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3454572,"threshold_uncertainty_score":0.6439773,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01541811905425271,"score_gpt":0.3619814727698019,"score_spread":0.3465633537155491,"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."}}