{"id":"W4400763660","doi":"10.1016/s2352-3026(24)00185-6","title":"SintraREViewed: practice changing, or validation required?","year":2024,"lang":"en","type":"article","venue":"The Lancet Haematology","topic":"Hematological disorders and diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Intensive care 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":["metaresearch"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.505145,0.001042197,0.003050045,0.006171035,0.004614979,0.02306972,0.01031134,0.01040139,0.01485563],"category_scores_gemma":[0.7459573,0.00200721,0.00212491,0.008569027,0.01333399,0.03089087,0.009741273,0.01743604,0.007700874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01510666,"about_ca_system_score_gemma":0.08361438,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02803349,"about_ca_topic_score_gemma":0.04473803,"domain_scores_codex":[0.6383455,0.1908161,0.07033931,0.03025357,0.05817461,0.01207096],"domain_scores_gemma":[0.119189,0.4281241,0.05413852,0.07324342,0.3019942,0.02331099],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0009411205,0.000323183,0.08419509,0.009790665,0.0007241842,0.0004035583,0.009477053,0.0007810769,0.001184389,0.04529248,0.465036,0.3818511],"study_design_scores_gemma":[0.0009193361,0.0006108717,0.05940054,0.04843424,0.0009431583,0.001232761,0.01931545,0.003987025,0.002518747,0.07119223,0.790948,0.0004976704],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009500387,0.02660676,0.009217734,0.9062296,0.03013576,0.0007087119,0.00134948,0.0005355914,0.01571607],"genre_scores_gemma":[0.2565616,0.03758755,0.0922726,0.5507106,0.04288736,0.003278376,0.005541537,0.001986737,0.009173634],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.494855,"threshold_uncertainty_score":0.6102444,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09016371120597517,"score_gpt":0.3947698178445033,"score_spread":0.3046061066385282,"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."}}