{"id":"W2072495589","doi":"10.1016/j.ijpharm.2007.02.029","title":"Combinatorial design of passive drug delivery platforms","year":2007,"lang":"en","type":"article","venue":"International Journal of Pharmaceutics","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Self-healing hydrogels; Drug delivery; Computer science; Selection (genetic algorithm); Mathematical optimization; Genetic algorithm; Biological system; Algorithm; Nanotechnology; Materials science; Mathematics; Artificial intelligence","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":[0.0002815244,0.0005949337,0.0004545702,0.0005531352,0.0002372715,0.0009241276,0.0006433955,0.0004600298,0.001981367],"category_scores_gemma":[0.0003485697,0.0004090694,0.0004074321,0.0003453574,0.0002568308,0.0005396823,0.0005357828,0.0006796628,0.001290483],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004371498,"about_ca_system_score_gemma":0.0002419658,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001674712,"about_ca_topic_score_gemma":0.0002915779,"domain_scores_codex":[0.9997485,0.0000416928,0.00002247689,0.0000674594,0.00007144838,0.00004823249],"domain_scores_gemma":[0.9998974,0.00002674974,0.00002230344,0.0000125919,0.00001801388,0.00002296623],"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":[0.0001422349,0.0001050284,0.00006392628,0.0001355813,0.00001445734,0.0001166619,0.00002902155,0.002491719,0.9822923,0.003232525,0.0002934574,0.01108308],"study_design_scores_gemma":[0.00003926559,0.0002790551,0.0001019055,0.000007917813,0.00002114593,0.0001257779,0.000009651757,0.00675939,0.9863815,0.0003606757,0.005900552,0.00001301228],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.774248,0.005513757,0.1936278,0.0005625649,0.0003638931,0.0007537293,0.0008425607,0.00135662,0.02273097],"genre_scores_gemma":[0.9290328,0.002082324,0.05772271,0.0002025997,0.00004254577,0.0004536595,0.0005422129,0.0001383349,0.009782846],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001981367,"threshold_uncertainty_score":0.006628394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04141169364361743,"score_gpt":0.3569608202893219,"score_spread":0.3155491266457045,"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."}}