{"id":"W2993670297","doi":"10.1182/hematology.2019000061","title":"Preoperative anemia-screening clinics","year":2019,"lang":"en","type":"review","venue":"Hematology","topic":"Blood transfusion and management","field":"Medicine","cited_by":70,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"Pfizer; Amgen","keywords":"Medicine; Anemia; Pediatrics; Intensive care medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0006072228,0.0005529691,0.0006211678,0.002078068,0.0002362743,0.0006924939,0.0009725032,0.001023642,0.008333229],"category_scores_gemma":[0.002184534,0.0001617872,0.0006028219,0.001614207,0.0002636347,0.0007561316,0.0006007525,0.001077907,0.003107687],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006099822,"about_ca_system_score_gemma":0.001434024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002198534,"about_ca_topic_score_gemma":0.003932479,"domain_scores_codex":[0.9996368,0.00008539946,0.00005726596,0.00004767387,0.0001339295,0.00003886793],"domain_scores_gemma":[0.9991671,0.0002880974,0.0001935458,0.00002102825,0.0002417155,0.0000885787],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000078677,0.00009070067,0.000901584,0.01653599,0.00006626823,0.0002137819,0.00005528175,0.0001170599,0.0004261558,0.001984621,0.08698326,0.8925466],"study_design_scores_gemma":[0.00004451079,0.00007699509,0.004640363,0.01600032,0.0001639042,0.002907673,0.00008245114,0.00007141399,0.0003367272,0.000884486,0.9747732,0.00001786235],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0004241863,0.9911646,0.0002965356,0.0009979247,0.0004938788,0.00003106978,0.000127001,0.00004923987,0.006415455],"genre_scores_gemma":[0.004284573,0.991632,0.0006395301,0.0007954354,0.0003522849,0.00003341089,0.000269416,0.000007119582,0.001986234],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.008333229,"threshold_uncertainty_score":0.02787745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1175629020304013,"score_gpt":0.4085579760572307,"score_spread":0.2909950740268294,"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."}}