{"id":"W7132964019","doi":"","title":"Investigating the Effect of Microenvironmental Gradients on Tumour Cell Heterogeneity Using a 3D In Vitro Model of Pancreatic Cancer","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vector Institute; Toronto Rehabilitation Institute; University of Toronto","funders":"","keywords":"Tumor microenvironment; Pancreatic cancer; In vitro; Tumour heterogeneity; Cell culture; Phenotype; Cell; In vivo; Cancer cell","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":[0.0002882891,0.0004034865,0.0004532646,0.0003111241,0.0003556639,0.0008550468,0.0003505477,0.0006017594,0.0007133951],"category_scores_gemma":[0.0001805496,0.000295261,0.0005803253,0.0003296109,0.0002918355,0.0002480181,0.0003872629,0.001030663,0.0003309355],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006035782,"about_ca_system_score_gemma":0.000488301,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00440787,"about_ca_topic_score_gemma":0.007451645,"domain_scores_codex":[0.9996868,0.00003504728,0.00002305425,0.00006758788,0.0001313849,0.00005616865],"domain_scores_gemma":[0.9997373,0.00008043708,0.00005700683,0.00003545638,0.00003689177,0.00005286614],"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":[0.00005230099,0.00004753942,0.0007583144,0.00009149613,0.00001366492,0.0001116548,0.00006420531,0.003992357,0.993296,0.0002660107,0.0001120686,0.001194352],"study_design_scores_gemma":[0.00002059485,0.000240069,0.008639277,0.00001918156,0.00005869805,0.0003262205,0.0001530107,0.03381792,0.950462,0.0001807148,0.006038566,0.00004375409],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9504167,0.001801458,0.04105607,0.000214824,0.0001000097,0.00008705159,0.002209818,0.000372944,0.003741126],"genre_scores_gemma":[0.9693207,0.001416668,0.02489115,0.0001339027,0.00001680319,0.0001925102,0.001778225,0.0001013321,0.002148743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00440787,"threshold_uncertainty_score":0.008764446,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03482384801944717,"score_gpt":0.3359793157729154,"score_spread":0.3011554677534682,"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."}}