{"id":"W4231032338","doi":"10.1038/sj.labinvest.3700726","title":"Cytopathology","year":2008,"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":"University of Ottawa; University of Toronto","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":[],"consensus_categories":[],"category_scores_codex":[0.001280746,0.0008449853,0.0005020957,0.006014721,0.001545642,0.001457042,0.00126134,0.001509826,0.08581944],"category_scores_gemma":[0.003601787,0.0004773981,0.0008130861,0.001703252,0.0009669799,0.000831953,0.001422843,0.00181377,0.02955062],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006292798,"about_ca_system_score_gemma":0.001456114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001023616,"about_ca_topic_score_gemma":0.001558092,"domain_scores_codex":[0.9987634,0.0002694239,0.0001445923,0.0002641634,0.0003932765,0.0001651526],"domain_scores_gemma":[0.9979512,0.000320927,0.0001229028,0.0005205271,0.000865786,0.0002186098],"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":[0.001094233,0.0007107351,0.09915732,0.001897884,0.0001980867,0.02936978,0.001540586,0.0002731782,0.1809601,0.01681399,0.169929,0.498055],"study_design_scores_gemma":[0.0001254089,0.0003757291,0.05004696,0.001304262,0.0001550319,0.07589319,0.0007930183,0.0007605497,0.06286409,0.006580779,0.801028,0.00007296836],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1203516,0.03872333,0.04827977,0.01699276,0.005528964,0.004462366,0.008984738,0.005491475,0.7511851],"genre_scores_gemma":[0.4254574,0.02145785,0.07251733,0.02399726,0.003816247,0.002472777,0.01303011,0.001391269,0.4358597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.08581944,"threshold_uncertainty_score":0.2870946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05126209418720349,"score_gpt":0.3032395509487302,"score_spread":0.2519774567615267,"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."}}