{"id":"W4414797584","doi":"10.2139/ssrn.5562085","title":"Three-Wavelength Snapshot Imaging Using a Single Monochrome Camera with an Optical Design in a 3D-Printed Enclosure","year":2025,"lang":"en","type":"preprint","venue":"SSRN Electronic Journal","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Multispectral image; Monochrome; Spectral imaging; Dichroic glass; Hyperspectral imaging; Parallax; Full spectral imaging; Dichroic filter; Snapshot (computer storage)","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":[0.0002618993,0.0006304501,0.000570825,0.0004073115,0.0003932022,0.0007683793,0.0006611862,0.0007490048,0.001951948],"category_scores_gemma":[0.0003779642,0.0005962251,0.000430864,0.0003943487,0.000367775,0.0006913263,0.0007497433,0.0005398721,0.00057993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005226416,"about_ca_system_score_gemma":0.0007828902,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009436876,"about_ca_topic_score_gemma":0.001839487,"domain_scores_codex":[0.9996601,0.00003689846,0.00001689125,0.0001136256,0.0001370025,0.00003534002],"domain_scores_gemma":[0.999461,0.0001233591,0.00009394027,0.000158156,0.0001046087,0.00005902687],"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":[0.0001664192,0.00006468642,0.0008158781,0.00009862184,0.00002071574,0.0002660825,0.00009076757,0.006562423,0.9693817,0.001762891,0.0003460868,0.02042373],"study_design_scores_gemma":[0.00004054154,0.0003947018,0.006342825,0.00002411845,0.000040582,0.0009100309,0.00009289613,0.09759608,0.8902165,0.0008255178,0.003441152,0.00007513242],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3571801,0.0003801195,0.6334432,0.0003005498,0.000114597,0.00009501194,0.0003627849,0.001669609,0.006453933],"genre_scores_gemma":[0.5256379,0.0002444465,0.4701605,0.00005293816,0.00003254652,0.00007191115,0.0001417215,0.00009175708,0.003566335],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.001951948,"threshold_uncertainty_score":0.006529868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02139696532686312,"score_gpt":0.2610917375688889,"score_spread":0.2396947722420257,"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."}}