{"id":"W3161657630","doi":"10.31234/osf.io/6zyvp","title":"Linking Dynamics Between Pupil and Lens","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Pupil; Accommodation; Lens (geology); Pupillary response; Through-the-lens metering; Dilation (metric space); Pupil size; Exit pupil; Optometry; Optics; Mathematics; Physics; 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":[0.0001068684,0.0002477271,0.0003666214,0.00007026381,0.00004829352,0.00006419688,0.0002515829,0.0004391163,0.0002714717],"category_scores_gemma":[0.00001169048,0.0002533997,0.0001446987,0.00004376672,0.00006572485,0.00002424231,0.0007643487,0.0007310283,0.0001665993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003979325,"about_ca_system_score_gemma":0.00003732023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000574415,"about_ca_topic_score_gemma":0.0004531115,"domain_scores_codex":[0.9987326,0.00004411472,0.0002723014,0.0006280856,0.0000710613,0.0002518229],"domain_scores_gemma":[0.9993073,0.0000642742,0.0001103337,0.0003945418,0.00002175181,0.0001017883],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00004274828,0.0001029946,0.2397527,0.0007468166,0.001276138,0.00003204709,0.002682769,0.00005030011,0.00001540371,0.5014064,0.005788696,0.2481029],"study_design_scores_gemma":[0.00144105,0.0002376777,0.7939023,0.0001927124,0.0004423613,0.000005736151,0.00145414,0.004116184,0.000003928204,0.1440419,0.0523041,0.001857958],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4660667,0.0007180289,0.01014114,0.006436119,0.001543192,0.0004826155,0.0001851502,0.0002413801,0.5141857],"genre_scores_gemma":[0.9952478,0.0002141415,0.001184047,0.0006948235,0.0003388131,0.00002780866,0.0004510351,0.00005583836,0.001785637],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5541496,"threshold_uncertainty_score":0.9999918,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04416866790796541,"score_gpt":0.3148578163162407,"score_spread":0.2706891484082753,"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."}}