{"id":"W4285704586","doi":"10.1038/s41374-020-0382-y","title":"Abstracts from USCAP 2020: Cytopathology (317-458)","year":2020,"lang":"en","type":"article","venue":"Laboratory Investigation","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Calgary Laboratory Services; University of Calgary","funders":"","keywords":"Cytopathology; Medicine; Pathology; Cytology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002930015,0.00193754,0.001343514,0.006576917,0.001305788,0.00537251,0.002002578,0.004330083,0.8052164],"category_scores_gemma":[0.008854956,0.0009281501,0.001320932,0.002583222,0.0005084138,0.001305455,0.002561736,0.002045379,0.6894206],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001740445,"about_ca_system_score_gemma":0.004313932,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005064507,"about_ca_topic_score_gemma":0.009616103,"domain_scores_codex":[0.9980085,0.0003213387,0.0002129964,0.0001835686,0.001016158,0.0002574621],"domain_scores_gemma":[0.9836675,0.00183773,0.0009356271,0.0006923103,0.008656718,0.004210053],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006040676,0.00004724347,0.0001257011,0.0001541314,0.000003427868,0.00002600886,0.000001953366,0.00002029404,0.0002242792,0.00007182372,0.97893,0.02033473],"study_design_scores_gemma":[0.000128051,0.00009140286,0.002418738,0.0004278091,0.00001588437,0.0001154471,0.00001736353,0.0001448987,0.0004242967,0.0004893367,0.9957083,0.00001851752],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001730041,0.01111409,0.002137286,0.02666262,0.03543947,0.00177558,0.1038267,0.00687782,0.8104364],"genre_scores_gemma":[0.004377652,0.00612514,0.001568364,0.01206287,0.01919684,0.0006639445,0.05765438,0.001123979,0.8972268],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1947836,"threshold_uncertainty_score":0.2778351,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04084470385775311,"score_gpt":0.2973015632757041,"score_spread":0.256456859417951,"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."}}