{"id":"W4237489013","doi":"10.29309/tpmj/2012.19.06.2451","title":"CERVICAL SMEAR","year":2012,"lang":"en","type":"article","venue":"The Professional Medical Journal","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Gynecology; Pap smears; Obstetrics; Cervical cancer; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.002429458,0.0001048912,0.0002112026,0.00005622399,0.0003671655,0.00001808101,0.0003006054,0.0001614441,0.07657452],"category_scores_gemma":[0.001028253,0.00004690588,0.0001461257,0.0001831023,0.0002397713,0.00009318891,0.000202754,0.002293349,0.0006190763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008819033,"about_ca_system_score_gemma":0.0006811428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005288282,"about_ca_topic_score_gemma":0.000001357915,"domain_scores_codex":[0.9963347,0.0002466651,0.0003008736,0.00009286046,0.002416489,0.0006084005],"domain_scores_gemma":[0.9976105,0.0003713567,0.00004894095,0.00017601,0.0001830363,0.001610156],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.002705186,0.002041089,0.1190355,0.0001964815,0.000269893,0.0003295292,0.001569965,4.423839e-7,0.0004115727,0.009475232,0.1868839,0.6770811],"study_design_scores_gemma":[0.002363645,0.0002110052,0.8237224,0.0001731332,0.00007439968,0.005265271,0.0005079015,0.0002067742,0.0001980502,0.002697685,0.1644473,0.0001324745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4820735,0.00781661,0.0008437328,0.3715596,0.006536438,0.0006195424,0.000005170291,0.0001007342,0.1304447],"genre_scores_gemma":[0.9805302,0.000209263,0.0001407184,0.009366103,0.006745086,0.00001176208,0.000002949779,0.00001664592,0.002977253],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7046868,"threshold_uncertainty_score":0.9963586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.051477073193167,"score_gpt":0.423752932167611,"score_spread":0.3722758589744439,"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."}}