{"id":"W4399670261","doi":"10.1117/12.3019248","title":"Coherent differential imaging: squeezing additional imaging contrast behind the self-coherent camera on SPIDERS","year":2024,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Sensing Technologies","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria; National Research Council Canada","funders":"","keywords":"Contrast (vision); Differential (mechanical device); Computer vision; Optics; Physics; Artificial intelligence; Computer science","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00005310274,0.0002705067,0.0001842916,0.00006455501,0.000245118,0.0003229481,0.0002220043,0.00002572092,0.005645018],"category_scores_gemma":[0.00001672174,0.00017518,0.0001592784,0.00009335486,0.0001856765,0.0001548702,0.0001299825,0.0004851952,0.0002078917],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009629702,"about_ca_system_score_gemma":0.00004706459,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006442818,"about_ca_topic_score_gemma":0.000006717138,"domain_scores_codex":[0.9986155,0.0000311757,0.0002453172,0.0004170306,0.0002643754,0.0004265785],"domain_scores_gemma":[0.9991169,0.0004335395,0.00005171548,0.0002849012,0.00004539087,0.00006754747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002957725,0.0003649015,0.003214389,0.0000229052,0.0003996304,0.00004528123,0.0002725675,0.0003109301,0.003065437,0.5151903,0.1032982,0.3737859],"study_design_scores_gemma":[0.002892816,0.0002221582,0.01140157,0.001287463,0.0006117286,0.00004948059,0.00748365,0.3209052,0.03835719,0.2822536,0.33143,0.003105117],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3394751,0.0008126125,0.4223244,0.05816782,0.005196296,0.003151893,0.002183023,0.008318449,0.1603704],"genre_scores_gemma":[0.9966407,0.000001675611,0.00216859,0.0002089774,0.000446712,0.00005276102,0.000137716,0.00003674905,0.0003060625],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6571657,"threshold_uncertainty_score":0.9952639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006734051732619407,"score_gpt":0.2407395498567762,"score_spread":0.2340054981241568,"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."}}