{"id":"W2148652031","doi":"10.1177/1740774507087552","title":"Randomized Trials in Vulnerable Populations","year":2008,"lang":"en","type":"article","venue":"Clinical Trials","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Population Health Research Institute; McMaster University","funders":"Canadian Institutes of Health Research; Université Laval","keywords":"Randomized controlled trial; Medicine; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":["metaresearch"],"category_scores_codex":[0.09440595,0.0001576049,0.00632039,0.0001341736,0.0001369903,0.000005978113,0.0000681485,0.000201198,0.0009474249],"category_scores_gemma":[0.4244582,0.0001000433,0.002037235,0.0002591714,0.0002389351,0.0000480147,0.00002673313,0.0004025514,0.0001441493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002206184,"about_ca_system_score_gemma":0.0001383158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001195473,"about_ca_topic_score_gemma":0.00003635291,"domain_scores_codex":[0.9774567,0.01535576,0.006306476,0.0003483721,0.0002665282,0.0002661349],"domain_scores_gemma":[0.9291147,0.06857327,0.001165971,0.0006013802,0.0002365527,0.0003081221],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.4360135,0.002358526,0.1755741,0.0001253735,0.002243874,0.0003437977,0.001325538,0.00006666894,0.0003185525,0.007364117,0.2943553,0.07991067],"study_design_scores_gemma":[0.8350511,0.0002830547,0.1191078,0.0001671978,0.001223072,0.00002542486,0.0001477874,0.00008519393,0.0001190803,0.008629346,0.03487238,0.0002885677],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.941359,0.004747363,0.000603364,0.007265806,0.005816985,0.003550828,0.00002255296,0.0001489743,0.03648513],"genre_scores_gemma":[0.9885908,0.004301732,0.001586029,0.0006080037,0.001856153,0.0001589648,0.00002310392,0.00001655013,0.002858646],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3990377,"threshold_uncertainty_score":0.9999658,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8152610590278808,"score_gpt":0.6147570232417887,"score_spread":0.2005040357860921,"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."}}