{"id":"W2111594566","doi":"10.1093/jnci/djs323","title":"Outsourcing Clinical Trials","year":2012,"lang":"en","type":"article","venue":"JNCI Journal of the National Cancer Institute","topic":"Biomedical Ethics and Regulation","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Clinical trial; Medicine; Business; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009111901,0.00006352194,0.0003254914,0.00007811334,0.00008808479,0.00001069533,0.0001144965,0.0001507473,0.0001118297],"category_scores_gemma":[0.003433561,0.0000315441,0.0003800043,0.000167794,0.0003089468,0.0001951067,0.00003000088,0.0005642736,0.000005613742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902514,"about_ca_system_score_gemma":0.000841253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008829923,"about_ca_topic_score_gemma":0.000004803859,"domain_scores_codex":[0.9976751,0.0002047765,0.0009159253,0.00005227213,0.001036611,0.0001153825],"domain_scores_gemma":[0.9981083,0.0002696539,0.000743847,0.00005947932,0.0006349435,0.00018379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002708207,0.001877517,0.2445022,0.0003438318,0.003039199,0.00001940112,0.002017609,0.002839697,0.01762309,0.08081564,0.261914,0.3822997],"study_design_scores_gemma":[0.002878373,0.0000861618,0.3015287,0.0004121283,0.000367369,0.0003079241,0.0000249275,0.0003728912,0.001005558,0.003378639,0.6895456,0.00009168132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5423977,0.009958198,0.00795764,0.3536502,0.07369445,0.0008561302,0.00005789324,0.00003308114,0.01139471],"genre_scores_gemma":[0.9824416,0.000235465,0.0006997533,0.004117699,0.01197787,0.000001755263,0.000001476451,0.000005768752,0.0005186191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4400439,"threshold_uncertainty_score":0.4110541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5322764183268566,"score_gpt":0.5806898570728228,"score_spread":0.04841343874596626,"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."}}