{"id":"W4407463638","doi":"10.1021/acsphotonics.4c02266","title":"Metaoptic Computational Imaging","year":2025,"lang":"en","type":"article","venue":"ACS Photonics","topic":"Neural Networks and Reservoir Computing","field":"Computer Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Computer science; Nanotechnology; Materials 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003474811,0.0004823752,0.000400914,0.0003027343,0.000355472,0.001264401,0.001003416,0.0009475062,0.006764524],"category_scores_gemma":[0.001251345,0.0002939866,0.000530022,0.0002592309,0.0008535132,0.001243811,0.001690143,0.001353608,0.0009274809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005616195,"about_ca_system_score_gemma":0.000783988,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005613918,"about_ca_topic_score_gemma":0.0009469719,"domain_scores_codex":[0.999788,0.00004316131,0.00001005931,0.00003512873,0.0001000811,0.00002361553],"domain_scores_gemma":[0.9995583,0.0002037809,0.00003843506,0.0001017987,0.0000670799,0.0000305831],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001630604,0.00007560786,0.0008503784,0.0005319721,0.0001044182,0.000274173,0.0001910281,0.2712285,0.04964397,0.5526075,0.01002068,0.1143087],"study_design_scores_gemma":[0.00002387445,0.00003241867,0.000114851,0.00003398555,0.0000108191,0.00008104755,0.0000224918,0.9034287,0.009775628,0.06093071,0.02552901,0.00001640287],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01438116,0.0009631834,0.9472842,0.00107652,0.0003053767,0.00008548055,0.0002848727,0.0008521208,0.03476713],"genre_scores_gemma":[0.2931157,0.001268602,0.6901097,0.0005353707,0.0001532648,0.0003464656,0.0005136558,0.0004177902,0.01353941],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006764524,"threshold_uncertainty_score":0.02262962,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006413326665662294,"score_gpt":0.2465127011778712,"score_spread":0.2400993745122089,"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."}}