{"id":"W4283381487","doi":"10.1142/13086","title":"Nourishing Tomorrow","year":2022,"lang":"en","type":"book","venue":"WORLD SCIENTIFIC eBooks","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Geography","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001637082,0.000308288,0.0004164943,0.0001842233,0.007220823,0.0006684198,0.0009683344,0.0001585233,0.01703244],"category_scores_gemma":[0.00004494786,0.0002828435,0.0002969144,0.0001608464,0.002111104,0.0001027469,0.0005769315,0.0007079369,0.0006608317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001229904,"about_ca_system_score_gemma":0.0003363917,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007464654,"about_ca_topic_score_gemma":0.04764915,"domain_scores_codex":[0.9964603,0.0002271559,0.0003620349,0.0008651882,0.00137825,0.0007070978],"domain_scores_gemma":[0.9988897,0.0001680399,0.0002765969,0.000412017,0.00004091179,0.0002126768],"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":[0.000003604479,0.00002867328,0.00007859684,0.00001294578,0.00003754948,0.00004039278,0.009262839,0.000002174039,0.00003398823,0.02545667,0.9628636,0.002179022],"study_design_scores_gemma":[0.00008472145,0.00001886093,0.000061198,0.00003085515,0.00004366812,7.591289e-7,0.002366495,4.364304e-7,0.0000128626,0.006936967,0.9900646,0.0003786007],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0006979989,0.0007646875,6.322533e-7,0.0005529287,0.003947047,0.0005280774,0.00005185137,0.0002012661,0.9932555],"genre_scores_gemma":[0.003113115,0.00001691679,0.00007117346,0.0003990277,0.0006807589,0.00009972612,0.00008032894,0.00002927849,0.9955097],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04757451,"threshold_uncertainty_score":0.9999624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03955953394835467,"score_gpt":0.2669800750674378,"score_spread":0.2274205411190831,"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."}}