{"id":"W7000245848","doi":"","title":"Enhancing Reproducibility in Cancer Drug Screening: How Do We Move Forward?","year":2014,"lang":"en","type":"article","venue":"Technical University of Denmark, DTU Orbit (Technical University of Denmark, DTU)","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Reproducibility; Drug; Cancer; Cancer drugs; MEDLINE","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":[0.3375152,0.002677451,0.009200433,0.003879994,0.002792379,0.01432124,0.0104741,0.01169101,0.008342095],"category_scores_gemma":[0.4343642,0.001935824,0.005562542,0.004008085,0.01410387,0.02911659,0.01087091,0.01312874,0.003375141],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006477606,"about_ca_system_score_gemma":0.01929503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004498715,"about_ca_topic_score_gemma":0.004085692,"domain_scores_codex":[0.7944835,0.1338421,0.01011985,0.01149245,0.04544031,0.004621723],"domain_scores_gemma":[0.3163392,0.5029814,0.02116118,0.07151455,0.07797457,0.01002915],"domain_codex":null,"domain_gemma":"reproducibility","domain_candidate":"reproducibility","domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002677316,0.001362482,0.03539155,0.007350251,0.004339823,0.0004801955,0.001925419,0.008919447,0.00925583,0.07739031,0.07943504,0.7714723],"study_design_scores_gemma":[0.001300734,0.007600292,0.04369031,0.007637635,0.004554244,0.002436401,0.00265248,0.03986691,0.03860758,0.5708976,0.2794206,0.001335138],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03253854,0.2303073,0.2165261,0.4905954,0.01320795,0.000590416,0.001172689,0.003721447,0.01134028],"genre_scores_gemma":[0.4904515,0.08783678,0.3089259,0.08258441,0.01831839,0.001316133,0.001754257,0.001771621,0.00704098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6624848,"threshold_uncertainty_score":0.8169617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01026114960332131,"score_gpt":0.2217232200866816,"score_spread":0.2114620704833603,"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."}}