{"id":"W2802381110","doi":"10.1007/s40037-018-0425-x","title":"Lies, damned lies, and statistics","year":2018,"lang":"en","type":"article","venue":"Perspectives on Medical Education","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Statistics; Data science; Computer science; Medical education; Psychology; Medicine; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.02659449,0.0003661859,0.001179148,0.001386873,0.003218666,0.006591155,0.002213718,0.008145308,0.01950679],"category_scores_gemma":[0.1083172,0.0003114248,0.0003954958,0.001778768,0.01692011,0.008480655,0.00469592,0.01757921,0.00278536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003877085,"about_ca_system_score_gemma":0.01394383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00773189,"about_ca_topic_score_gemma":0.01066171,"domain_scores_codex":[0.9848162,0.008799721,0.000880648,0.0009119493,0.003610145,0.0009814416],"domain_scores_gemma":[0.8688655,0.09923736,0.002853789,0.004009218,0.01402012,0.01101398],"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":[0.00004411601,0.00002847192,0.0005638374,0.0001511366,0.00002058672,0.0001562997,0.0009797894,0.0002667764,0.00004031511,0.7719702,0.1931317,0.0326468],"study_design_scores_gemma":[0.00004209619,0.00003108419,0.0007806829,0.0009421401,0.00001865408,0.0004608952,0.002644134,0.0004047942,0.0001375537,0.4794072,0.5150759,0.00005475225],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0007298378,0.01054536,0.001734995,0.9473138,0.008914607,0.000004586057,0.00006776153,0.00002005087,0.03066892],"genre_scores_gemma":[0.2261001,0.07478125,0.007462395,0.5370651,0.04491427,0.00009089497,0.0003531791,0.0002086865,0.1090242],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9734055,"threshold_uncertainty_score":0.1406468,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01499620737032751,"score_gpt":0.3846573583883316,"score_spread":0.3696611510180041,"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."}}