{"id":"W2136378610","doi":"10.1111/ijlh.12226","title":"Critical values in Hematology","year":2014,"lang":"en","type":"article","venue":"International Journal of Laboratory Hematology","topic":"Clinical Laboratory Practices and Quality Control","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; Calgary Laboratory Services","funders":"","keywords":"Medicine; Accreditation; Medical laboratory; Hematology; Standardization; Family medicine; Internal medicine; Medical education; Pathology; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.03062586,0.001301579,0.001598198,0.005076685,0.002009014,0.008112962,0.002564408,0.004602891,0.01041697],"category_scores_gemma":[0.09507711,0.0006141095,0.0009459354,0.004596636,0.01437321,0.006193489,0.004312032,0.00891485,0.004000331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006003135,"about_ca_system_score_gemma":0.01017762,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002994423,"about_ca_topic_score_gemma":0.001854077,"domain_scores_codex":[0.9586959,0.02125262,0.005270173,0.002233856,0.01161454,0.0009329229],"domain_scores_gemma":[0.8455015,0.1082249,0.01236927,0.007050546,0.02339013,0.00346372],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002221264,0.0001642561,0.007730107,0.005272747,0.0001109318,0.0008517419,0.003481246,0.001953495,0.0008970211,0.3743321,0.2424932,0.362491],"study_design_scores_gemma":[0.00003460975,0.0002245639,0.003300123,0.006218012,0.00005648446,0.002605083,0.001384427,0.001417014,0.0007232851,0.3378273,0.6461146,0.0000945639],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.008454864,0.3793553,0.1666028,0.2126537,0.04315693,0.001021942,0.001372803,0.001344002,0.1860377],"genre_scores_gemma":[0.293337,0.2942096,0.1944587,0.1074839,0.06197139,0.002811141,0.00181392,0.0007399986,0.04317433],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9693741,"threshold_uncertainty_score":0.161967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02999079086345988,"score_gpt":0.4175277048101761,"score_spread":0.3875369139467162,"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."}}