{"id":"W6921013746","doi":"10.6084/m9.figshare.26734296","title":"Additional file 1 of The role of corruption in global food systems: a systematic scoping review","year":2024,"lang":"en","type":"article","venue":"Open MIND","topic":"Corruption and Economic Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Language change; Government (linguistics); Quality (philosophy); Food security","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.006755684,0.001461358,0.002910613,0.01257053,0.0008971996,0.002736428,0.002181101,0.002378893,0.8445141],"category_scores_gemma":[0.1023516,0.001121953,0.003023455,0.01591897,0.0005622387,0.00370192,0.002159568,0.00126201,0.04531125],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003766231,"about_ca_system_score_gemma":0.009300197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01215024,"about_ca_topic_score_gemma":0.02668449,"domain_scores_codex":[0.9967273,0.0007464572,0.001242124,0.0004675633,0.0005595691,0.0002570062],"domain_scores_gemma":[0.8735154,0.1067527,0.009392486,0.001761444,0.00764114,0.0009368328],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006776074,0.0001658192,0.00226024,0.4428784,0.0006287905,0.0001135355,0.0003089863,0.0005746621,0.0001614287,0.002990521,0.5203115,0.02892839],"study_design_scores_gemma":[0.01389486,0.0006473006,0.03540739,0.3120799,0.004632832,0.0008689311,0.001615104,0.001804132,0.0007029521,0.02013619,0.6078192,0.0003911632],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"review","genre_scores_codex":[0.0002799161,0.0007381793,0.0003517419,0.0003300392,0.00008783414,0.0009908287,0.9959571,0.0001102254,0.001154082],"genre_scores_gemma":[0.02615389,0.009436363,0.02697719,0.005062836,0.0007367735,0.06963405,0.8340705,0.0007403159,0.02718817],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.8445141,"threshold_uncertainty_score":0.2217818,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04872368988426184,"score_gpt":0.3351328779734559,"score_spread":0.2864091880891941,"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."}}