{"id":"W2096503611","doi":"10.17269/cjph.99.1646","title":"Facilitated \"fast track\" referral reduces time from abnormal screening mammogram to diagnosis.","year":2008,"lang":"en","type":"article","venue":"PubMed","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; BC Cancer Agency","funders":"","keywords":"Fast track; Medicine; Referral; Track (disk drive); Percentile; Turnaround time; Abnormality; Radiology; Surgery; Computer science","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":[0.000932536,0.0001386754,0.0003675268,0.0008670589,0.0004475398,0.0008415234,0.0007059035,0.0008931192,0.02347273],"category_scores_gemma":[0.0119035,0.0002188332,0.0003238345,0.0007429397,0.0001075386,0.0007479442,0.0007425291,0.0005393503,0.002691781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006347795,"about_ca_system_score_gemma":0.001960428,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007263521,"about_ca_topic_score_gemma":0.01321345,"domain_scores_codex":[0.9992825,0.0003395964,0.00003672689,0.00007000387,0.0001537661,0.0001174045],"domain_scores_gemma":[0.9967747,0.00151281,0.000736823,0.0001703041,0.000343146,0.0004621997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.005757491,0.004941697,0.09284656,0.0007727265,0.0001285458,0.0004815924,0.0006290724,0.0005963832,0.002001042,0.00112058,0.1171618,0.7735624],"study_design_scores_gemma":[0.004780058,0.010747,0.8742505,0.00125164,0.0006777963,0.003742788,0.002423967,0.007706996,0.00395105,0.004363428,0.08598457,0.000120221],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9192629,0.009133534,0.005529151,0.01445646,0.001382784,0.0008130218,0.003043558,0.001802354,0.04457622],"genre_scores_gemma":[0.979835,0.002164787,0.006923322,0.001566661,0.0004413756,0.0002555229,0.001692922,0.00006028026,0.007060023],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02347273,"threshold_uncertainty_score":0.07852411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196165766824629,"score_gpt":0.296554086332702,"score_spread":0.1769375096502392,"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."}}