{"id":"W2089933782","doi":"10.1016/j.amjmed.2011.10.021","title":"From the Outside Looking In","year":2012,"lang":"en","type":"article","venue":"The American Journal of Medicine","topic":"Neutropenia and Cancer Infections","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Sunnybrook Health Science Centre; Health Sciences Centre; University Health Network; University of Toronto","funders":"","keywords":"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008909313,0.00007629576,0.0003360292,0.00006064322,0.00004933115,0.000003426426,0.0001558874,0.000009565865,0.0002140422],"category_scores_gemma":[0.0001674101,0.00003026513,0.00006273966,0.00031181,0.0004680346,0.00005987161,0.00001973691,0.0004347726,0.00001296984],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006198896,"about_ca_system_score_gemma":0.00006013995,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008583949,"about_ca_topic_score_gemma":0.00002241666,"domain_scores_codex":[0.9990452,0.0001303137,0.0003116531,0.00004535852,0.0002869448,0.0001805075],"domain_scores_gemma":[0.9988891,0.0003926707,0.0003371765,0.0002106509,0.00005876408,0.0001115814],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001064245,0.0001690217,0.7218351,0.000006732025,0.0002944442,0.00008923223,0.01469288,0.00002423147,0.01647882,0.0002554843,0.03374868,0.2113411],"study_design_scores_gemma":[0.002247324,0.001011076,0.9320273,0.0004488242,0.000378201,0.001266636,0.01227241,0.000004723158,0.000549746,0.0003189917,0.04940898,0.00006573607],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9274343,0.001961291,0.0001647884,0.06783016,0.0004926926,0.00007367304,6.182674e-7,0.000004822501,0.002037671],"genre_scores_gemma":[0.9871992,0.0003049966,0.00006976158,0.008158397,0.004179812,0.000001925635,4.237198e-7,0.000009984355,0.00007552538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2112754,"threshold_uncertainty_score":0.2343612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02207626359962609,"score_gpt":0.3269142392582008,"score_spread":0.3048379756585747,"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."}}