{"id":"W4200412569","doi":"10.21203/rs.3.rs-1129380/v1","title":"Integrated analysis of cervical squamous cell carcinoma cohorts from three continents reveals conserved subtypes of prognostic significance.","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"University College London Hospitals NHS Foundation Trust; University of Kent; Biotechnology and Biological Sciences Research Council; Rosetrees Trust; Medical Research Council; Royal Society; Cancer Research UK; Pancreatic Cancer UK","keywords":"Basal cell; Cervical carcinoma; Oncology; Biology; Internal medicine; Cervical cancer; Medicine; Cancer","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":[0.001139763,0.0003691041,0.0007273465,0.001577456,0.0007281858,0.001261081,0.0003996803,0.0004698862,0.0016969],"category_scores_gemma":[0.002627541,0.0002025908,0.00102611,0.001954296,0.0002695724,0.0002837919,0.001335564,0.0004487846,0.0004248964],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002951743,"about_ca_system_score_gemma":0.0004804641,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006579721,"about_ca_topic_score_gemma":0.007398695,"domain_scores_codex":[0.9992913,0.0001577911,0.00005097828,0.0002521617,0.0001251243,0.0001226797],"domain_scores_gemma":[0.9987219,0.00027631,0.0002781255,0.0003013144,0.0002183602,0.0002040097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006428203,0.00002591099,0.9812825,0.00004041425,0.0009580898,0.0001391111,0.0002306974,0.0001643078,0.006403953,0.00005439515,0.000739563,0.009318279],"study_design_scores_gemma":[0.000007627647,0.00004951923,0.9982262,0.000006550207,0.000183653,0.0001997603,0.0001968788,0.0001836964,0.0003098419,0.00004758894,0.0005839134,0.000004830096],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9945335,0.0006101972,0.0005389371,0.0001330871,0.00002097586,0.00001964383,0.00356178,0.00003345718,0.000548435],"genre_scores_gemma":[0.9944903,0.0001725743,0.0004358119,0.00005729577,0.00001300564,0.00002051426,0.004523751,0.00002082903,0.0002659308],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006579721,"threshold_uncertainty_score":0.01308286,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07466660709639476,"score_gpt":0.3720442056033492,"score_spread":0.2973775985069544,"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."}}