{"id":"W4233818968","doi":"10.1002/cyto.a.23154","title":"Special Issue Title Page","year":2017,"lang":"en","type":"article","venue":"Cytometry Part A","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Occupational Cancer Research Centre","funders":"","keywords":"Computer science; Citation; Information retrieval; World Wide Web; Library science","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001227306,0.001170454,0.001454588,0.002903364,0.001535894,0.006410348,0.001311118,0.002704442,0.6951134],"category_scores_gemma":[0.004125665,0.0006539979,0.001007352,0.001598239,0.0004654231,0.001717304,0.001640895,0.002180151,0.5596521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0013802,"about_ca_system_score_gemma":0.002331707,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147285,"about_ca_topic_score_gemma":0.00317072,"domain_scores_codex":[0.9993165,0.00005858033,0.00004946224,0.0001351059,0.0003347279,0.0001056761],"domain_scores_gemma":[0.9960069,0.0004152415,0.0001829677,0.0003631665,0.002109499,0.0009222012],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003149046,0.00001919974,0.00006033885,0.00006819204,0.000003586154,0.00001963962,0.000002476331,0.00002034089,0.0002436826,0.0002514141,0.9783192,0.02096046],"study_design_scores_gemma":[0.00001828072,0.00002033252,0.0005935436,0.00005568543,0.000005335617,0.00005331235,0.000009236138,0.00006997585,0.000280403,0.0004556287,0.9984331,0.000005122021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001159314,0.005336168,0.002767859,0.02292069,0.3416188,0.0007311717,0.006924824,0.003744976,0.6147963],"genre_scores_gemma":[0.001700193,0.002394011,0.0006356893,0.003856737,0.04115886,0.0001298991,0.003439068,0.0007527556,0.9459328],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3048866,"threshold_uncertainty_score":0.4348837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02527724223716517,"score_gpt":0.3102363487692068,"score_spread":0.2849591065320417,"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."}}