{"id":"W4389608779","doi":"10.1097/pgp.0000000000000979","title":"Proposal of Novel Binary Grading Systems for Cervical Squamous Cell Carcinoma","year":2023,"lang":"en","type":"article","venue":"International Journal of Gynecological Pathology","topic":"Endometrial and Cervical Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital","funders":"National Cancer Institute; National Institutes of Health","keywords":"Grading (engineering); Medicine; Lymph node; Stroma; Carcinoma; Basal cell; Oncology; Pathology; Immunohistochemistry; Biology","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":[0.009458588,0.0008755645,0.0008235509,0.006240644,0.0008136426,0.002052323,0.001407521,0.0005814809,0.0008125117],"category_scores_gemma":[0.03187603,0.0004379051,0.0008645131,0.002331782,0.0007321767,0.002153384,0.001518669,0.001158378,0.0004331401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0015298,"about_ca_system_score_gemma":0.001980733,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004219954,"about_ca_topic_score_gemma":0.005043198,"domain_scores_codex":[0.9965989,0.001356367,0.0005730052,0.0003935404,0.0008905396,0.0001876711],"domain_scores_gemma":[0.9856661,0.004150133,0.002503894,0.001236074,0.005767914,0.0006759131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006518476,0.0001455354,0.7581116,0.000310569,0.0002200339,0.0001035488,0.0003863285,0.00406066,0.003577744,0.003024984,0.003007916,0.2263992],"study_design_scores_gemma":[0.0004649386,0.002474676,0.8058926,0.0004679809,0.0008565572,0.001881564,0.001684025,0.1439017,0.006474155,0.02315126,0.01251042,0.0002400629],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8550664,0.005706401,0.1257739,0.002150078,0.0005882176,0.0008846472,0.001677464,0.0007307212,0.00742215],"genre_scores_gemma":[0.8702291,0.0005069646,0.1262889,0.0001517986,0.0001746694,0.0003214978,0.001698278,0.0000552025,0.0005736452],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.009458588,"threshold_uncertainty_score":0.05002236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05271859157999364,"score_gpt":0.3318752577054861,"score_spread":0.2791566661254925,"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."}}