{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008462048,0.001055357,0.0004178645,0.0005507623,0.0003266406,0.0005919596,0.0009154314,0.0007303777,0.002944139],"category_scores_gemma":[0.0006383565,0.0004449853,0.0004583201,0.0002484268,0.0003388599,0.0005305007,0.0006387572,0.0005267908,0.001324185],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005132133,"about_ca_system_score_gemma":0.0006484895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001989777,"about_ca_topic_score_gemma":0.003295877,"domain_scores_codex":[0.9993916,0.000081399,0.00008262449,0.0001342602,0.0002414336,0.00006865592],"domain_scores_gemma":[0.9993551,0.000138711,0.000136525,0.0001165317,0.0001630958,0.00009000411],"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":[0.00002662371,0.00004952016,0.000114669,0.00005771015,0.000003658451,0.00007273919,0.00001935739,0.0001543975,0.9974313,0.0001075955,0.00007548352,0.001886878],"study_design_scores_gemma":[0.00001545618,0.0005098064,0.0007363745,0.00001022837,0.00001484876,0.0001337489,0.00002131503,0.001357428,0.9937896,0.00002918324,0.003371569,0.00001056028],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.723006,0.002986607,0.2487973,0.0004836931,0.0005408083,0.002641728,0.004009429,0.002409646,0.01512483],"genre_scores_gemma":[0.6683629,0.002452293,0.3091584,0.0002687016,0.00007460052,0.001919794,0.002766829,0.0003109037,0.01468552],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.002944139,"threshold_uncertainty_score":0.009849131,"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."}}