{"id":"W1490428132","doi":"10.1002/cncy.21492","title":"Low interobserver agreement in cytology grading of mucinous pancreatic neoplasms","year":2014,"lang":"en","type":"article","venue":"Cancer Cytopathology","topic":"Pancreatic and Hepatic Oncology Research","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Cancer Institute","keywords":"Medicine; Grading (engineering); Kappa; Adenocarcinoma; Cyst; Cohen's kappa; Radiology; Carcinoembryonic antigen; Cytology; Nuclear medicine; Pathology; Cancer; Internal medicine","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.04241541,0.0004518586,0.0004820385,0.002108534,0.0006496199,0.00134095,0.0009661433,0.0006101083,0.0005280048],"category_scores_gemma":[0.09756095,0.0003761531,0.0005733756,0.0008208847,0.001422453,0.0008926233,0.001952445,0.0004669499,0.0003088606],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007790534,"about_ca_system_score_gemma":0.0003960402,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001294057,"about_ca_topic_score_gemma":0.002275887,"domain_scores_codex":[0.9588481,0.02164119,0.005975413,0.003888591,0.008909562,0.0007371901],"domain_scores_gemma":[0.8703239,0.08872106,0.0124711,0.0097277,0.01734344,0.001412711],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000710565,0.00003716614,0.9731725,0.0001106216,0.0004512607,0.00008843537,0.001291339,0.0006299145,0.003446236,0.00009756721,0.0002282485,0.01973616],"study_design_scores_gemma":[0.00004116638,0.000570285,0.9803389,0.00007737298,0.0003220844,0.00103746,0.0009372683,0.008402981,0.006539871,0.0006247635,0.001058351,0.00004949151],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880214,0.001078379,0.009038983,0.00005850081,0.0000619082,0.00006210298,0.00006847205,0.00007181668,0.001538505],"genre_scores_gemma":[0.9978104,0.00004386571,0.001947713,0.00001455639,0.00001751642,0.00001848903,0.00006618581,0.00001187847,0.00006943672],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9575846,"threshold_uncertainty_score":0.2243168,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03103124990881028,"score_gpt":0.3377530022242922,"score_spread":0.3067217523154819,"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."}}