{"id":"W4366985086","doi":"10.1002/adtp.202300068","title":"Application of Thermogels to the Anterior of the Eye as Alternatives to Conventional Eyedrops","year":2023,"lang":"en","type":"article","venue":"Advanced Therapeutics","topic":"Ocular Surface and Contact Lens","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Mucoadhesion; Computer science; Medicine; Biomedical engineering; Pharmacology; Drug; Drug carrier","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":[0.0002029858,0.0002841802,0.0002558969,0.0003721935,0.0001186658,0.0003697412,0.000155146,0.0003444595,0.001377886],"category_scores_gemma":[0.0001257068,0.0001216942,0.0004090772,0.0001497604,0.0001858396,0.0004110272,0.0002883259,0.0006536044,0.0002709765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002715002,"about_ca_system_score_gemma":0.0001695774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004688505,"about_ca_topic_score_gemma":0.0009835702,"domain_scores_codex":[0.9999137,0.00001432334,0.00000559965,0.00001749878,0.00003284359,0.00001601703],"domain_scores_gemma":[0.9999372,0.00001629932,0.00001843237,0.000003157953,0.0000126317,0.00001228965],"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":[0.0001500965,0.00006848199,0.00006668222,0.001060736,0.00002945278,0.0001934915,0.00003829238,0.0001826583,0.972164,0.0008002635,0.0005070641,0.02473885],"study_design_scores_gemma":[0.00004332668,0.002095155,0.00143924,0.0002479213,0.00009612553,0.0006777962,0.00007519579,0.001015944,0.9463129,0.0003301926,0.04764272,0.00002355453],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6215302,0.3296217,0.02534384,0.001085379,0.001491304,0.0003962457,0.0004747809,0.0003305037,0.01972603],"genre_scores_gemma":[0.8729637,0.1034374,0.0128981,0.000552899,0.0002037874,0.0001302473,0.0001567275,0.00005093947,0.009606263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001377886,"threshold_uncertainty_score":0.004609466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01569870712293742,"score_gpt":0.3305522121834806,"score_spread":0.3148535050605432,"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."}}