{"id":"W4282841307","doi":"10.1002/jha2.487","title":"Giant circulating malignant cells spotted in feathered edge of blood film","year":2022,"lang":"en","type":"article","venue":"eJHaem","topic":"Sarcoma Diagnosis and Treatment","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Pathology; H&E stain; Biopsy; Medicine; Bone marrow; Periodic acid–Schiff stain; Staining","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001556102,0.0001017611,0.0002782127,0.0001035715,0.00005078017,0.000003616524,0.00006338667,0.00002536675,0.0009647371],"category_scores_gemma":[0.00001952807,0.00008872788,0.00009562454,0.0002452719,0.00001830285,0.00001480573,0.00007133943,0.0001147889,0.00001414001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006955775,"about_ca_system_score_gemma":0.00005306919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002636653,"about_ca_topic_score_gemma":0.00001679783,"domain_scores_codex":[0.9990733,0.00005545186,0.000257215,0.0001970344,0.0002268419,0.0001901119],"domain_scores_gemma":[0.9995238,0.00007236907,0.00008429245,0.0002457975,0.00001968647,0.00005405274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001844691,0.006655043,0.6552174,0.0001831817,0.0004471446,0.007791539,0.00470183,0.0005552201,0.3022864,0.0005965747,0.001859202,0.01952198],"study_design_scores_gemma":[0.008532614,0.0007487163,0.8242489,0.000271774,0.0004225574,0.0003945576,0.002541762,0.00128412,0.1586535,0.0001150871,0.002508993,0.0002774971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996179,0.001296659,0.000001560084,0.000333489,0.0001050237,0.0003304183,0.00002957704,0.00002207068,0.001702183],"genre_scores_gemma":[0.9989488,0.00002020062,0.0004163339,0.0001585176,0.00003187479,0.00008251447,0.00002639545,0.00001916844,0.000296233],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1690315,"threshold_uncertainty_score":0.9999485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02109176144886274,"score_gpt":0.2509793785310626,"score_spread":0.2298876170821998,"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."}}