{"id":"W4312139508","doi":"10.1136/ijgc-2022-igcs.165","title":"EP074/#619 Single molecule array (SIMOA) for the detection of cervical dysplasia and cancer","year":2022,"lang":"en","type":"article","venue":"International Journal of Gynecological Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Medicine; Colposcopy; Dysplasia; Cervical cancer; Oncology; Cervical intraepithelial neoplasia; Cancer; Internal medicine; 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":[0.0009752691,0.0005256953,0.0004896891,0.001215609,0.0003179268,0.0006551928,0.0004587688,0.001074368,0.01111723],"category_scores_gemma":[0.000825628,0.0003434721,0.0004883045,0.0007168166,0.0003012312,0.0004545507,0.0004589177,0.0007817716,0.004966061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002481508,"about_ca_system_score_gemma":0.0004138714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004119015,"about_ca_topic_score_gemma":0.001247954,"domain_scores_codex":[0.9991453,0.0001954076,0.00003492636,0.0002129926,0.0003187938,0.00009257675],"domain_scores_gemma":[0.9996439,0.0001120281,0.00004881087,0.00003614198,0.0001140981,0.00004502217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000347376,0.0001198478,0.003856394,0.0002032524,0.00007833887,0.00009789036,0.00002866893,0.0001375687,0.9289445,0.0009348436,0.003764098,0.06148729],"study_design_scores_gemma":[0.00007717129,0.001399042,0.02272407,0.00007522792,0.0001759884,0.00116539,0.00008067438,0.008370201,0.9155008,0.0009463312,0.04943533,0.00004973125],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5412135,0.03864647,0.2847157,0.003816202,0.002510069,0.001335106,0.01487358,0.006870134,0.1060193],"genre_scores_gemma":[0.611688,0.009424247,0.2942737,0.003789305,0.000593963,0.001134933,0.006341161,0.0003458841,0.07240866],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01111723,"threshold_uncertainty_score":0.03719079,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04490615175610255,"score_gpt":0.3623206857783715,"score_spread":0.3174145340222689,"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."}}