{"id":"W1554829804","doi":"","title":"Characterization of a Novel Polymeric Artificial Tear Delivery System","year":2008,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Characterization (materials science); Artificial tears; Delivery system; Polymer science; Materials science; Nanotechnology; Biomedical engineering; Ophthalmology; Medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0002877128,0.000154641,0.0003449365,0.0002114383,0.000256081,0.000008464297,0.0001770937,0.00009437889,0.00003527612],"category_scores_gemma":[0.0001646066,0.0001367734,0.00006943086,0.001039309,0.002843833,0.0002630647,0.00008010953,0.0001527355,0.00004489423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009874453,"about_ca_system_score_gemma":0.0007325701,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000143554,"about_ca_topic_score_gemma":4.800309e-7,"domain_scores_codex":[0.9984232,0.00006023622,0.0003330208,0.0003977742,0.0004481186,0.0003376349],"domain_scores_gemma":[0.9990067,0.00003808568,0.0002112511,0.0002149947,0.0003020199,0.0002269221],"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":[0.00004928912,0.0001729873,0.07030601,0.00002745911,0.00001645101,0.0001884628,0.0006060422,0.000001518823,0.928236,0.0003009336,4.59047e-7,0.00009438524],"study_design_scores_gemma":[0.0002287971,0.0005119203,0.3201178,0.00007534152,0.00002182085,0.0005915413,0.0002444636,0.0007472502,0.6773511,0.000009510093,0.000005643194,0.00009485901],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984773,0.0000306091,0.00004036001,0.0001466485,0.0002006665,0.0002707767,0.00001083071,0.00004271355,0.0007800478],"genre_scores_gemma":[0.9990424,0.000003023509,0.0005755968,0.0001444367,0.0000699324,0.00001194599,0.00001088673,0.00001214533,0.000129646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.250885,"threshold_uncertainty_score":0.9998699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05169718599028065,"score_gpt":0.308239886203541,"score_spread":0.2565427002132603,"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."}}