{"id":"W1014479684","doi":"","title":"A Minimally Invasive, Controllable Photosensitive Device for Posterior Drug Delivery","year":2011,"lang":"en","type":"article","venue":"Investigative Ophthalmology & Visual Science","topic":"Nanoplatforms for cancer theranostics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Drug delivery; Computer science; Biomedical engineering; Medicine; Materials science; Nanotechnology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[{"model":"gemma","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"low","status":"direct model label, unvalidated"},{"model":"gpt","categories":[],"domain":null,"study_design":"bench_or_experimental","genre":"empirical","about_ca_system":false,"about_ca_topic":false,"confidence":"high","status":"direct model label, unvalidated"}],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001267437,0.0002195448,0.0001422455,0.0001232152,0.0001408762,0.0002226391,0.0002907429,0.0004557562,0.0008376892],"category_scores_gemma":[0.0001295306,0.0001582037,0.0001585916,0.00007052592,0.0002347613,0.000396695,0.000238948,0.000304153,0.0003035809],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002036756,"about_ca_system_score_gemma":0.0001603815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001674767,"about_ca_topic_score_gemma":0.0004411108,"domain_scores_codex":[0.9999096,0.000007301397,0.000006350125,0.00003017981,0.00003515912,0.0000113956],"domain_scores_gemma":[0.9999264,0.00002234489,0.00002391324,0.000009971052,0.000007315487,0.00001005507],"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":[0.00001132098,0.000006316993,0.00002045583,0.00002035482,8.13661e-7,0.00002865859,0.000007876701,0.00005087062,0.9975948,0.0002375857,0.00006197976,0.001959001],"study_design_scores_gemma":[0.000007775971,0.0001323067,0.0003388261,0.00000294881,0.000003994651,0.0002545862,0.000006917769,0.001722438,0.9942536,0.00009751343,0.003170212,0.000008810935],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8427454,0.003213606,0.143604,0.0005527397,0.0002674423,0.0001915727,0.0004564933,0.0006771916,0.008291482],"genre_scores_gemma":[0.9247769,0.0009727722,0.06533828,0.0002352031,0.00004042317,0.00009042628,0.000140262,0.00005327214,0.008352367],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0008376892,"threshold_uncertainty_score":0.002802312,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775077152368696,"score_gpt":0.2764874993747986,"score_spread":0.2387367278511116,"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."}}