{"id":"W4405273070","doi":"10.1007/s10460-024-10672-2","title":"Responsible research and innovation in food systems: a critical review of the literature and future research avenues","year":2024,"lang":"en","type":"review","venue":"Agriculture and Human Values","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University","funders":"Canadian Institutes of Health Research; Fonds de Recherche du Québec-Société et Culture","keywords":"Conceptualization; Scholarship; Food systems; Responsible Research and Innovation; Corporate governance; Reflexivity; Sustainability; Sociology; Agriculture; Engineering ethics; Social science; Food security; Economics; Engineering; Management; Computer science; Economic growth","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.00308671,0.0003065038,0.0007284512,0.0002214355,0.0004498884,0.0002181094,0.0002650249,0.0004268033,0.00002426844],"category_scores_gemma":[0.0002997077,0.0001374927,0.00008194087,0.002805072,0.001176177,0.0002287857,0.0007867664,0.001621353,0.000007723744],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002340555,"about_ca_system_score_gemma":0.00003139718,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007580868,"about_ca_topic_score_gemma":0.00006357401,"domain_scores_codex":[0.9964802,0.001239698,0.0005702893,0.0006168943,0.000704323,0.000388553],"domain_scores_gemma":[0.9991162,0.0003075254,0.00009731457,0.000315071,0.00008031027,0.00008356172],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002454059,0.0004505501,0.0005118634,0.6152413,0.0001708441,0.00008736786,0.01631847,2.771815e-7,0.0001398826,0.1077091,0.1457589,0.1135868],"study_design_scores_gemma":[0.00005197942,0.0002914428,0.002000786,0.08230816,0.0001138241,0.0001215062,0.001559147,9.783523e-8,0.000002166313,0.008699493,0.904651,0.0002003358],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00513451,0.991233,2.131333e-8,0.001099958,0.00006875632,0.001324482,0.00005667601,0.00001021119,0.001072406],"genre_scores_gemma":[0.002220029,0.9955183,0.0000111947,0.00003441506,0.0002879486,0.000126745,0.00004356347,0.00001548809,0.001742266],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.7588921,"threshold_uncertainty_score":0.7044062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1030134837070617,"score_gpt":0.4177973347383934,"score_spread":0.3147838510313317,"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."}}