{"id":"W2921726801","doi":"10.2196/11745","title":"Structural Transformation to Attain Responsible BIOSciences (STARBIOS2): Protocol for a Horizon 2020 Funded European Multicenter Project to Promote Responsible Research and Innovation","year":2019,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Innovation, Sustainability, Human-Machine Systems","field":"Social Sciences","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"European Commission","keywords":"Protocol (science); Transformation (genetics); Political science; Business; Public relations; Knowledge management; Medicine; Computer science; Biology; Alternative medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.1824957,0.002350708,0.001856275,0.003648031,0.005207933,0.008745868,0.005742738,0.01222473,0.04220778],"category_scores_gemma":[0.08342768,0.002262137,0.003023352,0.003112871,0.00468994,0.004672136,0.009944805,0.006169053,0.01712541],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01420861,"about_ca_system_score_gemma":0.09243989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009592096,"about_ca_topic_score_gemma":0.00974992,"domain_scores_codex":[0.9158864,0.05282221,0.008488039,0.004492324,0.01166028,0.006650692],"domain_scores_gemma":[0.9298959,0.0245701,0.005934987,0.008311909,0.02470529,0.006581691],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01307474,0.002893448,0.00356587,0.02342908,0.0003813893,0.000909844,0.01110385,0.004169976,0.006641676,0.2124039,0.5659994,0.1554268],"study_design_scores_gemma":[0.004382043,0.001988039,0.008502484,0.01261214,0.0003148415,0.0002423468,0.003255426,0.00112373,0.003766198,0.01806258,0.9455224,0.0002278527],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.01256077,0.003212854,0.05479217,0.01363764,0.003038415,0.7621486,0.03912424,0.001142891,0.1103426],"genre_scores_gemma":[0.01514495,0.001173245,0.06475282,0.004169094,0.0001843595,0.8751822,0.01750559,0.0001453064,0.0217425],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8175043,"threshold_uncertainty_score":0.9651411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3413820953610099,"score_gpt":0.6110156120836193,"score_spread":0.2696335167226094,"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."}}