{"id":"W1999622502","doi":"10.1364/ol.34.001162","title":"Reconstruction of high-resolution holographic microscopic images","year":2009,"lang":"en","type":"article","venue":"Optics Letters","topic":"Digital Holography and Microscopy","field":"Physics and Astronomy","cited_by":62,"is_retracted":false,"has_abstract":true,"ca_institutions":"Dalhousie University","funders":"","keywords":"Optics; Holography; Iterative reconstruction; Digital holographic microscopy; Physics; Computer science; Computer vision","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":[0.0002187633,0.0003164785,0.0003308989,0.0004219086,0.0001340327,0.000534793,0.0003432334,0.0002057744,0.001731263],"category_scores_gemma":[0.0004923803,0.00033038,0.0002300334,0.000450163,0.0002834393,0.0005634677,0.0004607161,0.0004725557,0.000487591],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001855664,"about_ca_system_score_gemma":0.0002698532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003321467,"about_ca_topic_score_gemma":0.0005286303,"domain_scores_codex":[0.999903,0.00001408199,0.000005714875,0.00001250592,0.00005072715,0.00001389496],"domain_scores_gemma":[0.9997756,0.00006341283,0.00002436747,0.00007083332,0.00004634579,0.00001949862],"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":[0.000319388,0.00006383344,0.001144925,0.000277095,0.00004509118,0.0004710198,0.0002055662,0.03816489,0.7951774,0.01264786,0.001694635,0.1497883],"study_design_scores_gemma":[0.00006660002,0.000191639,0.004365793,0.0000191435,0.00003182636,0.001488639,0.0001583885,0.4143001,0.5613133,0.009549151,0.008466617,0.00004881142],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1878661,0.0004804741,0.8069955,0.0001469315,0.0000864007,0.00004951247,0.0003165401,0.001019835,0.00303874],"genre_scores_gemma":[0.4825903,0.000786129,0.511614,0.00004354123,0.00003427346,0.00003089666,0.0004474096,0.0001316485,0.004321785],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001731263,"threshold_uncertainty_score":0.005791724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004468475695901154,"score_gpt":0.2120153310899867,"score_spread":0.2075468553940855,"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."}}