{"id":"W7024268833","doi":"","title":"Recent developments in early detection strategies and
\\npopulation-based screening: the perspectives of cervical cancer
\\nand COVID-19","year":2022,"lang":"en","type":"dissertation","venue":"Memorial University Research Repository (Memorial University)","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cervical cancer; Colposcopy; Disease; Population; Cervical screening; Cervical intraepithelial neoplasia","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":[0.01716604,0.0006155437,0.0005797365,0.002877847,0.0009794096,0.005471555,0.001887597,0.002379133,0.00751696],"category_scores_gemma":[0.02158844,0.0004410326,0.0007483941,0.00262505,0.004577272,0.004478552,0.002311501,0.004255423,0.0008199746],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01151654,"about_ca_system_score_gemma":0.01953137,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0520855,"about_ca_topic_score_gemma":0.09457352,"domain_scores_codex":[0.9949648,0.002449597,0.0003230857,0.00070954,0.0009566999,0.0005962926],"domain_scores_gemma":[0.9615023,0.02325691,0.002636066,0.001391767,0.008594484,0.002618645],"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":[0.0002284818,0.0003015066,0.0142881,0.004077455,0.00008185724,0.0001504118,0.001346583,0.001507469,0.00125676,0.06604283,0.03291184,0.8778066],"study_design_scores_gemma":[0.00006452799,0.0009161902,0.03729982,0.008166373,0.0001647961,0.000655265,0.003697283,0.002847713,0.003385735,0.02441076,0.9182061,0.0001854066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01816656,0.6104139,0.01169483,0.313435,0.003203894,0.0001605724,0.0006397188,0.0002231158,0.04206243],"genre_scores_gemma":[0.1266113,0.7881422,0.02478773,0.03942144,0.005351125,0.0002419589,0.00069308,0.00009843812,0.01465277],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0520855,"threshold_uncertainty_score":0.1035647,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04969069520649219,"score_gpt":0.3372457570227194,"score_spread":0.2875550618162273,"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."}}