{"id":"W2136207103","doi":"10.1200/jco.2009.22.5771","title":"Improving Cancer Outcomes Through International Collaboration in Academic Cancer Treatment Trials","year":2009,"lang":"en","type":"review","venue":"Journal of Clinical Oncology","topic":"Ethics in Clinical Research","field":"Medicine","cited_by":57,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research","funders":"","keywords":"Clinical trial; Medicine; Harmonization; Cancer; Work (physics); Public relations; Family medicine; Political science; Pathology","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","research_integrity"],"consensus_categories":["metaresearch","research_integrity"],"category_scores_codex":[0.03981027,0.0004267551,0.01262666,0.0004431815,0.00003695532,0.00003004833,0.0007052057,0.004761072,0.0004999169],"category_scores_gemma":[0.2124377,0.0002459484,0.002663887,0.0004809636,0.0002910337,0.0002197541,0.0001256626,0.01120191,0.00002258928],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.004406622,"about_ca_system_score_gemma":0.04425258,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003638664,"about_ca_topic_score_gemma":0.001682155,"domain_scores_codex":[0.9796939,0.003856127,0.0140804,0.0005533529,0.001383268,0.000432929],"domain_scores_gemma":[0.8855976,0.09953941,0.0121513,0.0003861323,0.001845288,0.0004801931],"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":[0.001031158,0.001016969,0.003392574,0.001046348,0.001491718,0.0003149204,0.00006659346,0.000004922227,6.383398e-7,0.0003230803,0.00099265,0.9903184],"study_design_scores_gemma":[0.007197631,0.004919599,0.001030016,0.01288561,0.002919559,0.00005483383,0.0000403557,0.00001340546,9.427502e-7,0.002103672,0.9686562,0.0001781337],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002469495,0.957247,0.00003563644,0.03298679,0.007075884,0.001261772,0.00005887618,0.000009628765,0.001077515],"genre_scores_gemma":[0.00005200633,0.9853601,0.002495916,0.002588026,0.006781901,0.0001291034,0.00001555991,0.00004465735,0.002532714],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9901403,"threshold_uncertainty_score":0.9999993,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8985797909397516,"score_gpt":0.8089079030536181,"score_spread":0.08967188788613345,"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."}}