{"id":"W2327762967","doi":"10.3791/53907","title":"Development of an <em>In Vitro</em> Ocular Platform to Test Contact Lenses","year":2016,"lang":"en","type":"article","venue":"Journal of Visualized Experiments","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Medella Health (Canada); University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biomedical engineering; Polydimethylsiloxane; Cornea; CLs upper limits; Peristaltic pump; Materials science; Ophthalmology; Nanotechnology; Medicine; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007072688,0.0003324482,0.0009902619,0.0004381162,0.00006655089,0.00003330833,0.0002652163,0.0001552198,0.0002878964],"category_scores_gemma":[0.0002677047,0.0002256164,0.0002526662,0.000228197,0.00002326509,0.0004394802,0.00007833236,0.0001675489,0.00006440184],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004032025,"about_ca_system_score_gemma":0.0004274691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008772845,"about_ca_topic_score_gemma":0.00002471469,"domain_scores_codex":[0.9967639,0.0000669978,0.001353306,0.0002826293,0.001049817,0.0004833102],"domain_scores_gemma":[0.9981024,0.0001054881,0.0005822031,0.0003703542,0.0003497189,0.0004898902],"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":[0.002577378,0.001564883,0.002712663,0.00003626666,0.0002694878,0.000306304,0.004238264,4.749716e-7,0.9747005,0.00004445274,0.0000750032,0.01347431],"study_design_scores_gemma":[0.009772333,0.002250457,0.01176342,0.0009185246,0.00007701451,0.00006744242,0.001454791,0.00001028881,0.9573379,0.00001428199,0.01605326,0.0002803361],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9974794,0.0009178933,0.0005150986,0.0001258775,0.0002727382,0.0004004579,0.000008888517,0.00001945612,0.0002602392],"genre_scores_gemma":[0.9849587,0.00008441004,0.01406085,0.0003939609,0.0001321225,0.00001339612,0.000006169892,0.00005278099,0.0002975871],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01736266,"threshold_uncertainty_score":0.9200368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03108622748477168,"score_gpt":0.3662517317280422,"score_spread":0.3351655042432705,"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."}}