{"id":"W4408366541","doi":"10.1007/978-3-031-82775-4_16","title":"Community Food Security as an Entry Point for Food System Change: A Case by David Pelletier","year":2025,"lang":"en","type":"book-chapter","venue":"Natural resource management and policy","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Food security; Computer security; Business; Internet privacy; Computer science; History; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0009485541,0.0005855453,0.0007152074,0.0006498012,0.003694194,0.00006113036,0.0004579783,0.0009778031,0.0001379143],"category_scores_gemma":[0.0001028432,0.0005824844,0.0002133387,0.0001349443,0.0001242451,0.0001419719,0.0009448461,0.002813019,0.00005853255],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005939078,"about_ca_system_score_gemma":0.0001462562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002462123,"about_ca_topic_score_gemma":0.003051339,"domain_scores_codex":[0.9968268,0.0005556281,0.0008137342,0.0005583988,0.0003881751,0.0008573211],"domain_scores_gemma":[0.9975121,0.0004778445,0.0005065865,0.0008953751,0.0001980176,0.0004100457],"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":[0.000299776,0.00006088055,0.00001624465,0.01016214,0.0002872043,0.00003439297,0.01186552,1.0421e-7,4.711466e-8,0.791066,0.1804814,0.005726291],"study_design_scores_gemma":[0.001669427,0.0008461241,0.00002226292,0.001745285,0.0003307939,0.00002803699,0.01174796,0.0001215995,2.821536e-7,0.02302319,0.9599838,0.0004812362],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006671437,0.007540825,0.00001253362,0.01212958,0.0009906054,0.009320105,0.006235749,0.0004395085,0.9566597],"genre_scores_gemma":[0.3920454,0.000782076,0.0001685486,0.01218175,0.001967981,0.000768117,0.002676246,0.0001211401,0.5892887],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7795024,"threshold_uncertainty_score":0.9996626,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.109976880267447,"score_gpt":0.4145405356442894,"score_spread":0.3045636553768424,"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."}}