{"id":"W3164328723","doi":"10.21307/immunohematology-2019-351","title":"2006 Immunohematology Reference Laboratory Conference","year":2006,"lang":"en","type":"article","venue":"Immunohematology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Thursday; Atlanta; Las vegas; Memphis; Library science; Political science; History; Law; Computer science; Metropolitan area; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004703369,0.0009378296,0.0005926306,0.001577505,0.00208397,0.004596756,0.001599343,0.002713484,0.1180052],"category_scores_gemma":[0.004309938,0.0003480313,0.0008056828,0.0009030337,0.000538209,0.0008651736,0.001914021,0.003989988,0.06407578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003712401,"about_ca_system_score_gemma":0.005701051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002914863,"about_ca_topic_score_gemma":0.005893507,"domain_scores_codex":[0.9961872,0.0009883145,0.0002049731,0.0005215061,0.001639698,0.0004584506],"domain_scores_gemma":[0.9926481,0.0002811163,0.0002947813,0.0002677268,0.004948807,0.001559528],"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":[0.00007480756,0.00008268913,0.0004048616,0.0001184232,0.000006026325,0.0001823916,0.00005904692,0.00006536217,0.001051359,0.0005575797,0.9540036,0.04339396],"study_design_scores_gemma":[0.00001113851,0.00004848778,0.001205313,0.000164465,0.000003806512,0.0002680147,0.00007671979,0.00008901545,0.000654311,0.0001940042,0.9972768,0.000007942133],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01389855,0.03854786,0.01053296,0.1557785,0.1519584,0.001216019,0.002884867,0.00227489,0.622908],"genre_scores_gemma":[0.04549371,0.01982276,0.01233512,0.03737452,0.03514616,0.0005669972,0.006191984,0.0006922109,0.8423765],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1180052,"threshold_uncertainty_score":0.3947666,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03370677261953744,"score_gpt":0.3430667833235411,"score_spread":0.3093600107040037,"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."}}