{"id":"W2030793900","doi":"10.1109/mwscas.2009.5236125","title":"Dynamic pupil reacting to incident light dedicated to ocular implants","year":2009,"lang":"en","type":"article","venue":"","topic":"Advanced Optical Imaging Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Research Chairs; CMC Microsystems","keywords":"Pupil; IRIS (biosensor); Computer science; Controller (irrigation); Human eye; Computer vision; Visual prosthesis; Anisocoria; Light intensity; Compound eye; Artificial intelligence; Optics; Physics; Biometrics; Retina","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00006507248,0.0001515187,0.0001553673,0.0001646104,0.00003627786,0.00003321034,0.0002776468,0.00006957044,0.00001600719],"category_scores_gemma":[0.0002611571,0.0001408696,0.00002557692,0.0003728674,0.000008023115,0.0001278046,0.00008442556,0.0001774801,0.0004054451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001614919,"about_ca_system_score_gemma":0.000004388147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006111487,"about_ca_topic_score_gemma":0.00001318137,"domain_scores_codex":[0.9990699,0.000003497101,0.0001883951,0.0002077591,0.0001431275,0.0003873561],"domain_scores_gemma":[0.9994465,0.00002514643,0.00001169878,0.0003425644,0.00002777552,0.0001463879],"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":[0.00001217857,0.00003987024,0.0002876783,0.00001817289,0.00003337184,0.0001568534,0.0001896269,0.02313194,0.7900786,0.001666284,0.00584635,0.1785391],"study_design_scores_gemma":[0.00075076,0.0004091374,0.02591444,0.0002961819,0.00005112982,0.0002196279,0.0006216549,0.123994,0.782927,0.01245141,0.0502362,0.002128469],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6741133,0.00008040536,0.3050865,0.005645455,0.0001711656,0.0003204677,0.000002338196,0.005741534,0.008838888],"genre_scores_gemma":[0.8742127,0.000008890301,0.1251237,0.0005077299,0.00001012227,0.00001097957,0.000002219488,0.00002114679,0.00010244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2000995,"threshold_uncertainty_score":0.5744496,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005239079031161872,"score_gpt":0.2481059830336199,"score_spread":0.242866904002458,"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."}}