{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001730447,0.0002526033,0.0003762034,0.0001092069,0.00003924163,0.0000625265,0.0002551141,0.00056097,0.0003300055],"category_scores_gemma":[0.000006777463,0.0002498588,0.0001460287,0.00003198006,0.00005861224,0.00002966578,0.000671852,0.0006622671,0.0003459926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005152413,"about_ca_system_score_gemma":0.00004141587,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007456234,"about_ca_topic_score_gemma":0.0004920893,"domain_scores_codex":[0.9987236,0.00004366378,0.0002671461,0.000600415,0.00007321432,0.0002920035],"domain_scores_gemma":[0.9990881,0.00008379405,0.000125684,0.0006138429,0.00002798303,0.00006060924],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002495087,0.00009650969,0.6141011,0.0005866825,0.0008431599,0.000006958147,0.001130825,0.0001897059,0.000004838213,0.2282718,0.002970316,0.1517733],"study_design_scores_gemma":[0.001153974,0.000144612,0.9268355,0.000194445,0.0002524469,0.000004369819,0.0008097342,0.00296022,0.000001715412,0.03477553,0.03154447,0.001323012],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5782774,0.0005175141,0.004014215,0.0006431182,0.001643421,0.0003653686,0.00009046738,0.0000878913,0.4143606],"genre_scores_gemma":[0.9878522,0.0002344142,0.0005910912,0.000288915,0.0002156423,0.00002243146,0.0004013018,0.00005482651,0.01033914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4095748,"threshold_uncertainty_score":0.9999954,"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."}}