{"id":"W4413224674","doi":"10.1108/978-1-83608-388-720251008","title":"The Permaculture Alternative and Its Potential for Addressing Global Food Scarcity","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Environmental, Ecological, and Cultural Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Windsor Clinical Research","funders":"","keywords":"Poverty; Globe; Sustainability; Environmental ethics; Scarcity; Environmental planning; Agriculture; Engineering ethics; Political science; Geography; Engineering; Ecology; Economics; Psychology; Biology","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001558919,0.0001945158,0.0002113539,0.000005491755,0.002762472,0.000160929,0.000225891,0.0002275351,0.0001898796],"category_scores_gemma":[0.00005985681,0.0001082352,0.0001475986,0.00001437295,0.0004979963,0.00007203306,0.0001930979,0.000136908,0.000006800635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001806215,"about_ca_system_score_gemma":0.00002893365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006275968,"about_ca_topic_score_gemma":0.004033258,"domain_scores_codex":[0.9990181,0.00003326727,0.0001451391,0.0002982238,0.0002555252,0.0002497039],"domain_scores_gemma":[0.999615,0.00009889683,0.0001038218,0.00005624786,0.00006249773,0.00006352199],"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":[0.00002824556,0.0000124938,0.0000531706,0.00002025624,0.0002880298,0.000002407968,0.0009980086,0.000001616284,0.000004579619,0.9704622,0.0179068,0.01022217],"study_design_scores_gemma":[0.0004086917,0.0001496019,0.001028455,0.00008371231,0.0002088932,0.000001582637,0.004319789,0.00002275905,0.00001593239,0.128936,0.864414,0.000410518],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001343414,0.006229798,0.00002127766,0.003061491,0.0004251989,0.0007733417,0.0002883463,0.00004276378,0.9878144],"genre_scores_gemma":[0.1283859,0.00983393,0.00008437878,0.0004907018,0.0006261588,0.00004737496,0.00002244974,0.000006560186,0.8605025],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8465073,"threshold_uncertainty_score":0.9985358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05447407648371761,"score_gpt":0.3121208464925559,"score_spread":0.2576467700088383,"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."}}