{"id":"W2114007762","doi":"10.1002/cyto.b.20612","title":"ISHAGE protocol: Are we doing it correctly?","year":2011,"lang":"en","type":"article","venue":"Cytometry Part B Clinical Cytometry","topic":"Hematopoietic Stem Cell Transplantation","field":"Medicine","cited_by":67,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; University Health Network","funders":"","keywords":"Protocol (science); Enumeration; Medicine; Computer science; Medical physics; Pathology; Mathematics","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002603511,0.0005537478,0.001429346,0.0009685839,0.0001771858,0.00005886367,0.0004676918,0.0007571144,0.006301886],"category_scores_gemma":[0.001337762,0.0004877943,0.0006687458,0.002891452,0.0003884085,0.0002665986,0.0001396244,0.001290538,0.003025088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001232487,"about_ca_system_score_gemma":0.0002358099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001013448,"about_ca_topic_score_gemma":0.000005384225,"domain_scores_codex":[0.9942197,0.00037265,0.002277744,0.001157467,0.001053642,0.000918777],"domain_scores_gemma":[0.9952938,0.001433353,0.0006935385,0.001274113,0.0003293882,0.0009758212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001833002,0.002346264,0.9486796,0.002042927,0.0003703931,0.001261159,0.0005243963,5.146046e-7,0.0006402416,0.00009172651,0.02960023,0.0126095],"study_design_scores_gemma":[0.01611798,0.003258295,0.5275695,0.0045876,0.0009702923,0.001273993,0.00201301,0.0002317462,0.02874631,0.0002047221,0.4132591,0.001767492],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3372078,0.0004787372,0.0511547,0.003525038,0.008089728,0.1441144,0.0002690787,0.003106485,0.452054],"genre_scores_gemma":[0.9598958,0.0002121545,0.01526485,0.003659287,0.001539789,0.01429424,0.00006578281,0.0002128239,0.004855203],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6226881,"threshold_uncertainty_score":0.9997573,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2122278507524961,"score_gpt":0.4248714723148961,"score_spread":0.2126436215624,"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."}}