{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.05052822,0.0003110506,0.0003667093,0.003529368,0.002620518,0.00157643,0.001198061,0.0001974978,0.00008176428],"category_scores_gemma":[0.007196789,0.0002710941,0.00005946558,0.01297261,0.0006571677,0.001528864,0.0004419822,0.0008159153,0.0001144677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155723,"about_ca_system_score_gemma":0.003227922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009549336,"about_ca_topic_score_gemma":0.001587354,"domain_scores_codex":[0.9860322,0.00648643,0.001132216,0.00123571,0.003204049,0.001909414],"domain_scores_gemma":[0.9908273,0.0008787589,0.0002057537,0.0007948358,0.007022758,0.0002706134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.04339651,0.001505197,0.01702612,0.01056326,0.00006152618,0.00002204402,0.2213027,0.00007356331,0.2360198,0.3726354,0.05820711,0.03918688],"study_design_scores_gemma":[0.004171411,0.01223957,0.00498787,0.0016757,0.000001071765,0.000002346505,0.01668211,0.0005092323,0.00910049,0.008502322,0.9415407,0.0005872204],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.1617976,2.592489e-7,0.0001229227,0.007863492,0.00002762748,0.8250298,0.00002852504,0.0001394666,0.004990309],"genre_scores_gemma":[0.07309418,5.064476e-8,0.002358293,0.00007924709,0.00037169,0.9184456,0.00001721164,0.00005706859,0.005576624],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.8833336,"threshold_uncertainty_score":0.9999741,"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."}}