{"id":"W1527389771","doi":"10.1002/cncr.23497","title":"Measuring the significance of workload on performance of cytotechnologists in gynecologic cytology","year":2008,"lang":"en","type":"article","venue":"Cancer","topic":"Cervical Cancer and HPV Research","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Medicine; Workload; Cytology; Gynecology; Obstetrics; Colposcopy; Pathology; Internal medicine; Cervical cancer; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.0001987853,0.00008481019,0.0003078374,0.0001078875,0.00004010305,9.13461e-7,0.0001908278,0.000108074,0.0006049378],"category_scores_gemma":[0.000187077,0.00005381107,0.00005266864,0.0004519826,0.0004966359,0.0000201,0.00004612579,0.0003702364,0.000008539361],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001656601,"about_ca_system_score_gemma":0.0002339001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001585525,"about_ca_topic_score_gemma":0.0001503413,"domain_scores_codex":[0.9990503,0.00003311937,0.0002408897,0.0001768852,0.0002591203,0.0002396829],"domain_scores_gemma":[0.9993092,0.0001530752,0.00007626151,0.0002979133,0.0001276289,0.00003595892],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002225962,0.0002913526,0.8157417,0.0005338271,0.00005174655,0.00005724877,0.0005436306,0.001229285,0.01305279,0.0003546521,0.0002953823,0.1656224],"study_design_scores_gemma":[0.0009199279,0.0005642993,0.9166316,0.00009189529,0.000009077144,0.000008673129,0.00005635896,0.0002793036,0.08067752,0.00004392795,0.0006560282,0.00006132619],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884025,0.002545477,0.000006307355,0.0008907465,0.00006733931,0.0003329334,0.00000345457,0.00001630679,0.007734877],"genre_scores_gemma":[0.9965463,0.002859627,0.00002777553,0.0001900022,0.00004351737,0.0001225161,5.019374e-7,0.000007598121,0.0002021848],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1655611,"threshold_uncertainty_score":0.6623645,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1066472969484332,"score_gpt":0.3296157451972095,"score_spread":0.2229684482487763,"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."}}