{"id":"W1485140795","doi":"10.1586/erm.11.6","title":"Improving TB diagnosis: difference between knowing the path and walking the path","year":2011,"lang":"en","type":"editorial","venue":"Expert Review of Molecular Diagnostics","topic":"Tuberculosis Research and Epidemiology","field":"Medicine","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Path (computing); Medicine; Intensive care medicine; Computer science; Computer network","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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002527282,0.0006096637,0.001839303,0.00008665585,0.0002236631,0.0000407948,0.0008494208,0.0006218195,0.00004626265],"category_scores_gemma":[0.07343562,0.0003151102,0.0005069891,0.0002366762,0.0004524969,0.00004299736,0.0006945643,0.00188409,0.00001428189],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009391332,"about_ca_system_score_gemma":0.0004091256,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006997991,"about_ca_topic_score_gemma":0.000009961482,"domain_scores_codex":[0.9950683,0.001209248,0.001130506,0.0007199942,0.00111387,0.0007581336],"domain_scores_gemma":[0.9825251,0.01442937,0.0006603814,0.00153876,0.0005204857,0.0003259247],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001313651,0.00008188167,0.002509914,0.006658763,0.0003526917,0.0001321433,0.0002637347,4.176303e-8,0.0001147589,0.00007015111,0.8666578,0.123145],"study_design_scores_gemma":[0.0004559749,0.0005264666,0.002649383,0.04338818,0.001127354,0.00001707192,0.00006659375,0.00001475081,0.0004268104,0.0001306837,0.9507619,0.0004348158],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007080582,0.9276145,0.0007549307,0.003854769,0.06463994,0.002025843,0.0001304326,0.00004078459,0.0002307319],"genre_scores_gemma":[0.002085264,0.8557829,0.0006345611,0.003175388,0.137179,0.000757487,0.000264332,0.00009510009,0.00002594233],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1227102,"threshold_uncertainty_score":0.9999301,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02146700729069059,"score_gpt":0.3348021309764149,"score_spread":0.3133351236857242,"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."}}