{"id":"W2885986993","doi":"10.1158/1538-7445.am2018-5673","title":"Abstract 5673: Complex, patient-derived, multi-cell type, 3D models of breast cancer for personalized prediction of therapeutic response","year":2018,"lang":"en","type":"article","venue":"Cancer Research","topic":"Cancer Cells and Metastasis","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tumor microenvironment; Stromal cell; Cancer research; Medicine; Tumor progression; Breast cancer; Immune system; Cancer; Triple-negative breast cancer; In vivo; Immunology; Biology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009499232,0.0006327264,0.0005244201,0.0007127027,0.0003015651,0.001060385,0.0005344106,0.0008305495,0.003906235],"category_scores_gemma":[0.0003668376,0.0003648785,0.0007777561,0.0004926083,0.0003043349,0.0003193284,0.0005883216,0.001418524,0.00150708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007151673,"about_ca_system_score_gemma":0.0005139846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003119972,"about_ca_topic_score_gemma":0.003730437,"domain_scores_codex":[0.999564,0.00009108686,0.00002925048,0.00005977885,0.0002079225,0.0000479757],"domain_scores_gemma":[0.9996991,0.00008148278,0.00005030264,0.00007140159,0.00004437144,0.00005343761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005182068,0.0004095336,0.003631412,0.0002627662,0.00008907508,0.0004194204,0.0001503629,0.01596616,0.9586174,0.001946243,0.004172501,0.0138169],"study_design_scores_gemma":[0.0002136576,0.001850175,0.0256715,0.0001317084,0.000289173,0.002836707,0.0003489497,0.1305101,0.7648161,0.001559612,0.07164993,0.000122439],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7856802,0.007144011,0.1696255,0.001549289,0.0005912316,0.0007521737,0.01838068,0.002129236,0.01414756],"genre_scores_gemma":[0.906843,0.003297082,0.06984194,0.000359962,0.00004464797,0.0007888167,0.008941072,0.000301618,0.009581811],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003906235,"threshold_uncertainty_score":0.0130676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.244432623115719,"score_gpt":0.4378499666924287,"score_spread":0.1934173435767097,"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."}}