{"id":"W1984986985","doi":"10.1371/journal.pone.0040975","title":"Risk of Resource Failure and Toolkit Variation in Small-Scale Farmers and Herders","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Evolutionary Game Theory and Cooperation","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"British Columbia Knowledge Development Fund; Simon Fraser University; Social Sciences and Humanities Research Council of Canada; Canada Research Chairs; University of Missouri","keywords":"Scale (ratio); Resource (disambiguation); Variation (astronomy); Diversity (politics); Computer science; Environmental resource management; Geography; Economics; Sociology","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":[0.0006700586,0.0000352129,0.00007040078,0.00003263585,0.0001237273,0.0000101832,0.0000306845,0.00005215687,0.00004507855],"category_scores_gemma":[0.0001365257,0.00003666361,0.00000672648,0.0001074046,0.000105576,0.0001884478,0.00001307542,0.00006112233,0.00000256302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001961951,"about_ca_system_score_gemma":0.00001517051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005520424,"about_ca_topic_score_gemma":0.001601492,"domain_scores_codex":[0.9994002,0.000244893,0.00008304122,0.00007062213,0.00009426197,0.000106997],"domain_scores_gemma":[0.999755,0.00009146277,0.00004264527,0.00004443228,0.00002419718,0.00004224278],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008957297,0.0007246252,0.8507805,0.00005042073,0.00006782884,2.3753e-7,0.08585467,0.00003013758,0.01217161,0.04726107,0.00005188978,0.002917372],"study_design_scores_gemma":[0.0007743437,0.0001202892,0.9615432,0.0001085877,0.0001562429,5.177739e-7,0.02664675,0.0003845929,0.001102443,0.007132564,0.001781326,0.0002491683],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948508,0.0002682479,0.00007015801,0.0005572863,0.000008157665,0.0001173886,0.000003186885,0.00001152318,0.00411328],"genre_scores_gemma":[0.9985355,0.0001655385,0.0008395297,0.00003363497,0.00006003444,0.000005596475,0.000002092998,0.000002745522,0.0003553085],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1107626,"threshold_uncertainty_score":0.1495098,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02137204438746293,"score_gpt":0.2214266430733068,"score_spread":0.2000545986858439,"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."}}