{"id":"W2604347510","doi":"10.1016/j.drudis.2017.03.011","title":"Cancer-on-a-chip systems at the frontier of nanomedicine","year":2017,"lang":"en","type":"review","venue":"Drug Discovery Today","topic":"3D Printing in Biomedical Research","field":"Engineering","cited_by":127,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"National Cancer Institute","keywords":"Nanomedicine; Cancer; Medicine; Nanotechnology; Computer science; Internal medicine; Materials science","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009938072,0.0004689221,0.00170499,0.0001905394,0.0001597884,0.0001229406,0.001483716,0.0002640977,0.0001934722],"category_scores_gemma":[0.000313176,0.0002612335,0.0004268485,0.00019231,0.0004176508,0.0001047692,0.000373932,0.0008065885,0.0002365351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004565204,"about_ca_system_score_gemma":0.0002147127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002498007,"about_ca_topic_score_gemma":0.00003824419,"domain_scores_codex":[0.9972571,0.0001807803,0.000729208,0.0003912575,0.0009017852,0.0005398805],"domain_scores_gemma":[0.9971879,0.0007455729,0.0003044447,0.001576023,0.00004086368,0.0001452418],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000006269202,0.00002581614,0.00002031482,0.03361617,0.0005637867,0.0000200139,0.0001014598,0.0003228505,0.000002697317,0.0001699754,0.08873661,0.8764141],"study_design_scores_gemma":[0.000120772,0.00001431354,0.00001279845,0.02034325,0.0001798653,0.000005463824,0.00001489346,0.000212203,0.000009943486,0.000007749954,0.978823,0.0002557393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005396821,0.9806589,0.00005342397,0.00009100365,0.004089531,0.0007973745,0.0003106056,0.0000671994,0.01387797],"genre_scores_gemma":[0.0004808684,0.9678546,0.000004668186,0.00001125277,0.0008324707,0.0002934603,0.00008750313,0.0001158159,0.0303194],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8900864,"threshold_uncertainty_score":0.999984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06342167077539822,"score_gpt":0.3597584728600091,"score_spread":0.2963368020846109,"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."}}