{"id":"W1970541169","doi":"10.1002/dc.10020","title":"Comment on Gopez et al.","year":2002,"lang":"en","type":"letter","venue":"Diagnostic Cytopathology","topic":"Colorectal and Anal Carcinomas","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mount Sinai Hospital","funders":"","keywords":"Medicine; Library science; Cytopathology; Citation; Pathology; Computer science; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0001861132,0.0004280347,0.0008217511,0.0002334646,0.00005948225,0.00001816238,0.0001775063,0.00057527,0.001507636],"category_scores_gemma":[0.001141576,0.0003569799,0.0002823477,0.0001241751,0.0001502946,0.00001733005,0.0001262003,0.002448296,0.002272616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001228908,"about_ca_system_score_gemma":0.00004951198,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003222033,"about_ca_topic_score_gemma":0.000006265682,"domain_scores_codex":[0.9978799,0.0002188122,0.0003551725,0.0006482956,0.0003625071,0.0005353274],"domain_scores_gemma":[0.9968472,0.00225919,0.0001218088,0.0005811527,0.0000748725,0.0001158417],"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":[0.00003863958,0.0001788269,0.003911954,0.00008512823,0.00002892178,0.04000119,0.00008459236,4.245429e-7,0.00001876925,0.0001236677,0.9541751,0.001352808],"study_design_scores_gemma":[0.0008353557,0.001865756,0.01805025,0.0003335701,0.0001849043,0.00169165,0.000007856039,0.000009285628,0.00005255046,0.0001181761,0.976532,0.0003186611],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007149794,0.0007608874,0.00001256238,0.9706482,0.0008700733,0.0005305496,0.000112534,0.0001122011,0.01980315],"genre_scores_gemma":[0.02074539,0.0006570494,0.00005679977,0.9732407,0.001447872,0.0001553236,0.0008824783,0.00007572192,0.002738677],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03830954,"threshold_uncertainty_score":0.9998882,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02767820213697804,"score_gpt":0.2743086328021403,"score_spread":0.2466304306651623,"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."}}