{"id":"W3004003781","doi":"10.3389/fonc.2020.00013","title":"Understanding and Modeling Metastasis Biology to Improve Therapeutic Strategies for Combating Osteosarcoma Progression","year":2020,"lang":"en","type":"review","venue":"Frontiers in Oncology","topic":"Virus-based gene therapy research","field":"Biochemistry, Genetics and Molecular Biology","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Provincial Health Services Authority","funders":"National Cancer Institute","keywords":"Osteosarcoma; Metastasis; Medicine; Disease; Cancer; Bioinformatics; Cancer research; Internal medicine; Biology","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":[0.000745827,0.0004457435,0.001473097,0.0003095357,0.0001337156,0.00005648407,0.0004338278,0.0007218638,0.0000032427],"category_scores_gemma":[0.0001112189,0.0003873935,0.0002333623,0.0002567983,0.0001500935,0.000006824974,0.0003025775,0.0004050249,0.000001367189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003621097,"about_ca_system_score_gemma":0.0009829391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004987251,"about_ca_topic_score_gemma":0.00007235362,"domain_scores_codex":[0.9971576,0.0006050152,0.0005916044,0.0009128533,0.0001064957,0.0006264728],"domain_scores_gemma":[0.9991218,0.0001085943,0.0002199207,0.0003258898,0.00005694161,0.0001668974],"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":[0.0007889806,0.00004273117,0.000009745319,0.001481648,0.0003712014,0.000006951033,0.0001040237,0.000051125,0.001339289,0.0002331745,0.0003536593,0.9952174],"study_design_scores_gemma":[0.00146841,0.01404126,7.926801e-8,0.0007722591,0.0003258097,0.00002285078,0.001566352,0.0045093,0.0002554999,0.004138459,0.9721933,0.0007064436],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001309894,0.8438947,0.1530202,0.0002039682,0.0004658884,0.002076559,0.00009065997,0.00001713135,0.00009992671],"genre_scores_gemma":[0.001787235,0.978092,0.01827829,0.000220459,0.0002842187,0.0009168093,0.0002938716,0.0001086643,0.00001849889],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.994511,"threshold_uncertainty_score":0.9998578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1827228628499078,"score_gpt":0.4425986249969908,"score_spread":0.259875762147083,"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."}}