{"id":"W4293776522","doi":"10.3390/cancers14174210","title":"DNA Karyometry for Automated Detection of Cancer Cells","year":2022,"lang":"en","type":"review","venue":"Cancers","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Malignancy; Feulgen stain; Cancer; Cytology; Medicine; Serous fluid; Pathology; Prostate cancer; Cancer screening; Aneuploidy; Prostate; Biology; Internal medicine; Staining","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":[0.001161348,0.0004719842,0.00039978,0.003171742,0.000267989,0.0005760232,0.0005996787,0.0005079969,0.003819977],"category_scores_gemma":[0.003442955,0.0003200245,0.0002780106,0.001132586,0.0003354096,0.0003877801,0.0005564439,0.0003370826,0.001340268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000647257,"about_ca_system_score_gemma":0.0004306066,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000815968,"about_ca_topic_score_gemma":0.001410364,"domain_scores_codex":[0.9984792,0.000340134,0.0001042972,0.0002967268,0.0007233447,0.00005632392],"domain_scores_gemma":[0.9979118,0.0008537694,0.0004125078,0.0001925817,0.0005638305,0.00006545488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001141014,0.000120708,0.04641823,0.000680664,0.0001660294,0.000182496,0.0002563243,0.003661932,0.6517426,0.0008053776,0.002179473,0.2926452],"study_design_scores_gemma":[0.0001569424,0.001300325,0.2484086,0.0001960551,0.0001947373,0.002958373,0.000225358,0.1361285,0.5888441,0.001886841,0.01954598,0.0001541454],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.5025827,0.005892738,0.4731714,0.0002916714,0.0002744336,0.0005812963,0.003197095,0.008972786,0.00503594],"genre_scores_gemma":[0.6606768,0.001467953,0.3320832,0.0001632115,0.00007416176,0.0006884967,0.001952201,0.0002031126,0.002690794],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.003819977,"threshold_uncertainty_score":0.01277906,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1046460709633432,"score_gpt":0.4472274843184322,"score_spread":0.3425814133550891,"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."}}