{"id":"W2329141448","doi":"10.1136/bmj.d7539","title":"Lessons from US reviews show impartiality is needed","year":2011,"lang":"en","type":"letter","venue":"BMJ","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Public Health Ontario","funders":"","keywords":"Impartiality; Task force; Political science; Public relations; Computer security; Engineering ethics; Computer science; Law; Public administration; Engineering","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":[0.1955092,0.001854096,0.004695882,0.005908338,0.004454127,0.01960704,0.00761701,0.04643125,0.01688047],"category_scores_gemma":[0.4875299,0.001748788,0.005957456,0.005620468,0.02116235,0.03459033,0.01272615,0.06120899,0.008310267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01154979,"about_ca_system_score_gemma":0.01842935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008493134,"about_ca_topic_score_gemma":0.02340559,"domain_scores_codex":[0.8188861,0.0740708,0.03143338,0.01078696,0.05983787,0.004984879],"domain_scores_gemma":[0.323381,0.5290266,0.025538,0.02178847,0.08758834,0.01267755],"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":[0.0001781067,0.00003419577,0.000398811,0.002165068,0.0003049508,0.0003677946,0.0006277538,0.0001021998,0.0001211512,0.01879622,0.9270501,0.04985369],"study_design_scores_gemma":[0.0003208712,0.000119373,0.0009476703,0.01111075,0.0002825862,0.0007605042,0.001399096,0.0002555994,0.0002541275,0.09864102,0.8857424,0.0001661079],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.0001020417,0.0149667,0.0003025706,0.9652404,0.01814572,0.00001005403,0.00005322861,0.00003169847,0.0011477],"genre_scores_gemma":[0.003613152,0.01184176,0.001202163,0.9488405,0.03326087,0.00005439293,0.00006319265,0.00007184353,0.001052137],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.8044908,"threshold_uncertainty_score":0.9920804,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3239858786614297,"score_gpt":0.4335361755921993,"score_spread":0.1095502969307696,"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."}}