{"id":"W3209264951","doi":"10.1016/j.ijrobp.2021.07.1140","title":"Patient-Derived Xenograft Engraftment Predicts Oral Cavity Cancer Outcomes","year":2021,"lang":"en","type":"article","venue":"International Journal of Radiation Oncology*Biology*Physics","topic":"Head and Neck Cancer Studies","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Internal medicine; Oncology; Basal cell; Cancer; Disease; Gastroenterology","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":[0.0005446206,0.000119607,0.0002401237,0.0002267059,0.0001521517,0.000723919,0.0001868665,0.0003576845,0.004234462],"category_scores_gemma":[0.001915072,0.00009495862,0.0002370406,0.0002470095,0.0002053669,0.0003979338,0.0003617405,0.0004851503,0.0006848093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00025613,"about_ca_system_score_gemma":0.0001797554,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004125719,"about_ca_topic_score_gemma":0.0007205101,"domain_scores_codex":[0.9997643,0.00005393332,0.00002542014,0.00004797862,0.00006294546,0.00004549688],"domain_scores_gemma":[0.9990785,0.000313987,0.0002721786,0.00009837016,0.00008579164,0.0001512647],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001041909,0.0002451363,0.9622353,0.00003877928,0.00009765002,0.0003067678,0.0001904212,0.0005329708,0.01536241,0.000192691,0.0007839372,0.01897208],"study_design_scores_gemma":[0.00001582755,0.0006498822,0.9906371,0.00001444464,0.00009568893,0.001709374,0.0002715706,0.0008769273,0.0032885,0.0001837724,0.002244754,0.0000121765],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977824,0.0003010184,0.0002113945,0.00005584606,0.00001643126,0.000006884618,0.0002767296,0.00001007857,0.001339151],"genre_scores_gemma":[0.9988803,0.0001079509,0.00009348846,0.00002620752,0.000006237942,0.000005059846,0.0003628075,0.000004893374,0.0005131184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004234462,"threshold_uncertainty_score":0.0141657,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03088570754652485,"score_gpt":0.3626795045466812,"score_spread":0.3317937970001563,"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."}}