{"id":"W4386254986","doi":"10.1364/optcon.497309","title":"One-shot color mapping of a ray direction field for obtaining three-dimensional profiles integrating deep neural networks","year":2023,"lang":"en","type":"article","venue":"Optics Continuum","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Research & Development Corporation","funders":"","keywords":"Microscale chemistry; Optics; Surface (topology); Physics; Viewing angle; Photometric stereo; Coaxial; Artificial intelligence; Artificial neural network; Computer vision; Geometry; Computer science; Mathematics","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":[0.0006070957,0.0001359663,0.0002440794,0.0001324978,0.0001224789,0.0001130523,0.0003774206,0.0001026792,0.000006287986],"category_scores_gemma":[0.0004576379,0.000128295,0.0000993806,0.0003994154,0.0000390511,0.0002630847,0.0001823163,0.0001833143,0.000002175954],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002241405,"about_ca_system_score_gemma":0.00002068822,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001063783,"about_ca_topic_score_gemma":0.00006016213,"domain_scores_codex":[0.9987714,0.00003389431,0.0003629165,0.0002870025,0.0002127266,0.0003320216],"domain_scores_gemma":[0.998769,0.0004913443,0.0001550876,0.0002228832,0.0003093055,0.00005242111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003056681,0.0004021668,0.01090773,0.0003490645,0.0003085573,0.00001582867,0.002244487,0.004560314,0.3129436,0.1473393,0.005262473,0.5153608],"study_design_scores_gemma":[0.0001835701,0.0004617551,0.0008356891,0.0001621073,0.000009803308,8.285273e-7,0.00005500927,0.9736222,0.02291257,0.001554051,0.00005064119,0.0001517529],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09103397,0.00004640756,0.9044684,0.0006761606,0.0005982594,0.0005030289,0.000001382311,0.0004415466,0.002230817],"genre_scores_gemma":[0.8763215,0.000003372911,0.1232591,0.0001073697,0.0001139844,0.00009548281,0.000006740436,0.00001072631,0.00008174742],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9690619,"threshold_uncertainty_score":0.5231719,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08226794276320308,"score_gpt":0.2932138405456965,"score_spread":0.2109458977824934,"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."}}