{"id":"W4254718826","doi":"10.31224/osf.io/9c3vk","title":"Linking Dynamics Between Pupil and Lens","year":2019,"lang":"en","type":"preprint","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pupil; Accommodation; Lens (geology); Pupillary response; Pupil size; Through-the-lens metering; Dilation (metric space); Exit pupil; Pupil diameter; Optometry; Optics; Physics; Mathematics; Medicine; Geometry","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":[0.0004205454,0.0002226266,0.0001950672,0.0006085093,0.000253701,0.001225463,0.0001981727,0.000368594,0.003971762],"category_scores_gemma":[0.003970097,0.0002439259,0.0001576657,0.0004207907,0.0004830951,0.001194387,0.0007277622,0.0003950508,0.000351602],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003022135,"about_ca_system_score_gemma":0.0002085362,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006209799,"about_ca_topic_score_gemma":0.0003005673,"domain_scores_codex":[0.9995148,0.0001363656,0.00002093361,0.000184669,0.00009796859,0.00004520409],"domain_scores_gemma":[0.9982375,0.001134017,0.0003395242,0.00009246989,0.0001363132,0.00006028756],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001675598,0.0003989068,0.2147727,0.001056365,0.0002632301,0.001276319,0.005268039,0.03600981,0.4546968,0.05742007,0.002597308,0.2245649],"study_design_scores_gemma":[0.00006844391,0.0005490262,0.8768475,0.0001087703,0.00006514331,0.00155596,0.001435563,0.05551119,0.02672891,0.03086182,0.006123165,0.0001444325],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9037255,0.001708609,0.08034176,0.0004962286,0.00008110195,0.00008025491,0.0004609054,0.0001934211,0.01291214],"genre_scores_gemma":[0.9931125,0.000372891,0.005518277,0.00002798254,0.00002757158,0.00001819099,0.0000688596,0.00002386793,0.0008299469],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003971762,"threshold_uncertainty_score":0.01328683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02808106886881992,"score_gpt":0.3054261813548017,"score_spread":0.2773451124859818,"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."}}