{"id":"W2030690197","doi":"10.1007/s10439-014-1045-1","title":"Design and Development of an In Vitro Tear Replenishment System","year":2014,"lang":"en","type":"article","venue":"Annals of Biomedical Engineering","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"Johnson and Johnson","keywords":"Cornea; In vitro; Biomedical engineering; In vivo; Lens (geology); Ophthalmology; Computer science; Chemistry; Biology; Engineering; Medicine; Biotechnology","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":[0.0006958296,0.00007881641,0.0002749368,0.0001305238,0.000007849073,0.0000022639,0.00004410122,0.0000648038,0.000003467166],"category_scores_gemma":[0.00006869138,0.00006832808,0.000021957,0.00009810901,0.00002208559,0.00003160714,0.00002186647,0.00007157921,0.000001262179],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001218857,"about_ca_system_score_gemma":0.00004542315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001099033,"about_ca_topic_score_gemma":2.22101e-7,"domain_scores_codex":[0.9991702,0.00002230692,0.0003131076,0.0001224446,0.000219335,0.0001525537],"domain_scores_gemma":[0.9995967,0.0000467455,0.00004256003,0.0001387717,0.0000331839,0.0001421095],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0002139181,0.000233688,0.000388751,0.001499383,0.0001028785,0.00003323321,0.0009243586,0.0002714343,0.8974977,0.0001616463,0.00001204028,0.09866101],"study_design_scores_gemma":[0.001181345,0.0005075019,0.007439173,0.0008720238,0.00001844664,0.0000124109,0.0002352885,0.08423173,0.900825,0.000003474474,0.004518416,0.0001551883],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423872,0.0002110279,0.05704379,0.0001354066,0.00003805943,0.0001316422,8.680082e-7,0.00002716406,0.0000248034],"genre_scores_gemma":[0.9577319,0.0000130293,0.04217296,0.00003781193,0.00002018808,0.000005156342,0.000006034575,0.000009423148,0.000003512332],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09850582,"threshold_uncertainty_score":0.2786338,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02490986505276963,"score_gpt":0.2614246318002325,"score_spread":0.2365147667474629,"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."}}