{"id":"W2911116777","doi":"10.1111/opo.12599","title":"From suppression to stereoacuity: a composite binocular function score for clinical research","year":2019,"lang":"en","type":"article","venue":"Ophthalmic and Physiological Optics","topic":"Ophthalmology and Visual Impairment Studies","field":"Medicine","cited_by":49,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"National Eye Institute","keywords":"Stereoscopic acuity; Binocular vision; Medicine; Contrast (vision); Optometry; Audiology; Vision test; Strabismus; Sensory threshold; Stereopsis; Ophthalmology; Psychology; Visual acuity; Artificial intelligence; Computer science","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":[],"consensus_categories":[],"category_scores_codex":[0.0005056303,0.00016693,0.0005237855,0.00005632782,0.0001864614,0.0000200062,0.00009182038,0.0002688758,0.0001482079],"category_scores_gemma":[0.0001775844,0.0001108524,0.0001294863,0.0001279305,0.0001945114,0.00004966645,0.0002491544,0.000396576,0.0001598324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001858625,"about_ca_system_score_gemma":0.00002275151,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001006842,"about_ca_topic_score_gemma":4.793614e-8,"domain_scores_codex":[0.9984363,0.0001855243,0.0003053279,0.0005234017,0.0001969444,0.0003524449],"domain_scores_gemma":[0.9986083,0.0006817685,0.00005023412,0.0002764947,0.0001655496,0.0002176712],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01156006,0.002580184,0.8137866,0.0003320672,0.0005001128,0.00006635362,0.0004263706,0.00001016431,0.1575978,0.0007693393,0.008318471,0.004052587],"study_design_scores_gemma":[0.002128253,0.01808413,0.9728379,0.0002115988,0.0001025765,0.0000306885,0.0002711458,0.000642766,0.000418861,0.003931803,0.001159924,0.0001803223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969367,0.0002347258,0.0000666218,0.0005339518,0.0004197458,0.001083404,0.00003668475,0.00002944446,0.0006586841],"genre_scores_gemma":[0.9965595,0.0001227522,0.001242538,0.0005164556,0.0004377819,0.00004715734,0.0001133059,0.00001381839,0.0009466623],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1590514,"threshold_uncertainty_score":0.4520428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3296176730017737,"score_gpt":0.5008390049568835,"score_spread":0.1712213319551097,"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."}}