{"id":"W3215148420","doi":"10.1109/pn52152.2021.9597999","title":"Single-pixel structured light profilometry","year":2021,"lang":"en","type":"article","venue":"","topic":"Random lasers and scattering media","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"","keywords":"Digital micromirror device; Profilometer; Pixel; Structured light; Structured-light 3D scanner; Optics; Computer science; Realization (probability); Detector; Computer vision; Projection (relational algebra); Artificial intelligence; Light scattering; Materials science; Scattering; Physics; Surface finish; 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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00003294491,0.00008908025,0.0001300915,0.00002431572,0.00004935771,0.0000582867,0.00006896404,0.00002146095,0.005098705],"category_scores_gemma":[0.00000481287,0.00007106432,0.00007525804,0.0001379359,0.00001205658,0.00005568224,0.00003387276,0.00007487412,0.00008284952],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006468205,"about_ca_system_score_gemma":0.00003084961,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007878873,"about_ca_topic_score_gemma":0.000002321997,"domain_scores_codex":[0.9994352,0.00001830815,0.0001154446,0.0001680739,0.00009802518,0.0001649775],"domain_scores_gemma":[0.9996442,0.00002014513,0.00002678135,0.0001935485,0.00004213779,0.00007316958],"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":[0.00002994842,0.0002703833,0.05787899,0.00002437518,0.0001895303,0.00002308489,0.0003994408,0.000007553533,0.7904342,0.02117163,0.02740992,0.102161],"study_design_scores_gemma":[0.001558356,0.00002884388,0.004263184,0.00001633775,0.00002714182,0.000004331781,0.0005308564,0.00007021912,0.8563829,0.005700074,0.1311207,0.0002971143],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8225011,0.00005419454,0.006082468,0.001024054,0.0005410739,0.00008163063,0.0000118988,0.00004468455,0.1696589],"genre_scores_gemma":[0.9874478,3.373255e-7,0.001988772,0.0001430569,0.0003800841,0.00000647357,0.00003336822,0.0000107275,0.009989358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1649467,"threshold_uncertainty_score":0.9958107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008429624390337453,"score_gpt":0.2113960747437623,"score_spread":0.2029664503534249,"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."}}