{"id":"W2171501635","doi":"10.1109/isot.2010.5687390","title":"Saturation avoidance by adaptive fringe projection in phase-shifting 3D surface-shape measurement","year":2010,"lang":"en","type":"article","venue":"","topic":"Optical measurement and interference techniques","field":"Computer Science","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Optics; Saturation (graph theory); Structured-light 3D scanner; Observational error; Intensity (physics); Physics; Materials science; Mathematics; Statistics","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":[0.00084539,0.000453472,0.0003650123,0.000621926,0.0002343592,0.0003530735,0.0007443225,0.0003571412,0.0006584778],"category_scores_gemma":[0.002049183,0.0004924327,0.0002560503,0.0006732428,0.0006762188,0.0006376475,0.0008060837,0.0005366011,0.0002679951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004281501,"about_ca_system_score_gemma":0.0003131086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009895707,"about_ca_topic_score_gemma":0.001669496,"domain_scores_codex":[0.9990044,0.0002671509,0.00002980546,0.000133,0.0005212126,0.00004442687],"domain_scores_gemma":[0.998813,0.0006032879,0.0001532425,0.0001961881,0.0001982667,0.00003604217],"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":[0.0002204433,0.00008001483,0.002026489,0.0001632749,0.00003707614,0.00009123204,0.0002927848,0.01422943,0.7731017,0.001544465,0.0003082132,0.2079048],"study_design_scores_gemma":[0.00003302992,0.0002486577,0.006562214,0.0000194686,0.00003373468,0.0006503123,0.00003997604,0.2416617,0.7457251,0.001210081,0.003723865,0.00009181764],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09322809,0.0002944311,0.9046465,0.00004851477,0.00001141128,0.00005569943,0.00002537309,0.0007453346,0.0009446618],"genre_scores_gemma":[0.4285397,0.0002479215,0.5702067,0.00003844672,0.00001709372,0.00007770037,0.00004218682,0.0001139002,0.0007162863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0009895707,"threshold_uncertainty_score":0.004470885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05215263915251551,"score_gpt":0.2839662997687262,"score_spread":0.2318136606162107,"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."}}