{"id":"W4297151058","doi":"10.3390/cancers14194623","title":"The Drivers, Mechanisms, and Consequences of Genome Instability in HPV-Driven Cancers","year":2022,"lang":"en","type":"review","venue":"Cancers","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canada's Michael Smith Genome Sciences Centre; University of British Columbia","funders":"Canadian Institutes of Health Research","keywords":"Genome instability; Genome; Biology; Carcinogenesis; Chromosome instability; Telomere; DNA damage; Gene; DNA repair; Genetics; Cancer; Cancer research; DNA; Chromosome","routes":{"ca_aff":true,"ca_fund":true,"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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006163121,0.000260359,0.001315059,0.0001667226,0.0001581917,0.00001854726,0.0003428718,0.0001457256,0.003805275],"category_scores_gemma":[0.0001572318,0.000178922,0.0002337779,0.0006077064,0.0008841362,0.00003622764,0.000217599,0.0008062469,0.000002642724],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.007635423,"about_ca_system_score_gemma":0.009228182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004417459,"about_ca_topic_score_gemma":0.002690836,"domain_scores_codex":[0.9978146,0.0002440359,0.0005356895,0.0004807208,0.0005207891,0.0004041405],"domain_scores_gemma":[0.9986271,0.0004455758,0.0002097887,0.0004570964,0.00007393261,0.0001865367],"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":[0.000101265,0.000007646182,0.00004525109,0.01055823,0.0001576,0.00003463672,0.000214643,0.00002656061,0.000003130599,0.001019562,0.0001219255,0.9877095],"study_design_scores_gemma":[0.0005321434,0.0002218412,0.0002271367,0.0004990303,0.000240622,0.00001753017,0.0005576662,0.00001751528,0.000002297414,0.0002830506,0.9972273,0.0001739022],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0000441566,0.9904279,0.000003970472,0.0001148565,0.0002253522,0.001288397,0.0002088314,0.00001433515,0.007672233],"genre_scores_gemma":[0.001000359,0.9981548,0.00004240071,0.00007588858,0.00006060937,0.0003863998,0.00005029162,0.00002892063,0.000200355],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9971054,"threshold_uncertainty_score":0.9971054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09028603194505576,"score_gpt":0.3767987238888285,"score_spread":0.2865126919437727,"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."}}