{"id":"W2752340117","doi":"10.1136/bjophthalmol-2017-310709","title":"A worldwide survey of retinopathy of prematurity screening","year":2017,"lang":"en","type":"article","venue":"British Journal of Ophthalmology","topic":"Retinopathy of Prematurity Studies","field":"Medicine","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Retinopathy of prematurity; Medicine; Developing country; Optometry; Family medicine; Pediatrics; Developed country; Environmental health; Economic growth; Pregnancy; Gestational age; Population","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":[0.002335795,0.0002298203,0.0002856429,0.002503512,0.0001965777,0.0003786009,0.0003202207,0.0004910937,0.002991897],"category_scores_gemma":[0.005083079,0.0002140748,0.0002266216,0.003129104,0.0001528142,0.0005995916,0.0006946943,0.0004914569,0.001046832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005250581,"about_ca_system_score_gemma":0.0006057163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008815649,"about_ca_topic_score_gemma":0.006221516,"domain_scores_codex":[0.9981053,0.0007176419,0.0004192548,0.0002169741,0.000394634,0.0001461022],"domain_scores_gemma":[0.9954554,0.0006879785,0.001902294,0.000303481,0.001132303,0.0005185404],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006782095,0.000106438,0.960741,0.0003230238,0.0000678606,0.0001774744,0.0005837285,0.00007450115,0.0004564376,0.00008597894,0.008726172,0.02858951],"study_design_scores_gemma":[0.000006462335,0.00007471506,0.9949852,0.00008856595,0.000009457744,0.0002847429,0.0004181851,0.00003427575,0.00005149249,0.00001286272,0.004029261,0.000004816117],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9403861,0.003121235,0.0005330362,0.001428691,0.0000653262,0.0005042455,0.03550205,0.00006713383,0.01839209],"genre_scores_gemma":[0.9693889,0.003344169,0.001675897,0.001201645,0.00007316548,0.0005908267,0.02036913,0.0000245137,0.003331659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008815649,"threshold_uncertainty_score":0.01752865,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.062067859117131,"score_gpt":0.3410089333646351,"score_spread":0.2789410742475041,"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."}}