{"id":"W4398232657","doi":"10.1007/978-3-031-58029-1_5","title":"Peasant Livelihoods and Geographies of Sameness in the Alexander Skutch Biological Corridor, Costa Rica","year":2024,"lang":"en","type":"book-chapter","venue":"","topic":"Agriculture, Land Use, Rural Development","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Peasant; Livelihood; Geography; Sociology; Political science; Ethnology; Archaeology; Agriculture","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002908573,0.0004079597,0.000497961,0.00004154855,0.0001023533,0.00007548815,0.000417142,0.0004112677,0.0009773853],"category_scores_gemma":[0.00001515477,0.00009119131,0.0001734836,0.0001972943,0.0002341116,0.00004256443,0.0002643285,0.0003770213,0.00004027171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001979719,"about_ca_system_score_gemma":0.000009450077,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002106474,"about_ca_topic_score_gemma":0.0008671214,"domain_scores_codex":[0.9983261,0.00004303429,0.0004520364,0.0005292102,0.0003553077,0.0002942702],"domain_scores_gemma":[0.9992899,0.0003388333,0.0001372451,0.00007964554,0.00007658318,0.00007774238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.000247999,0.0003894928,0.06059301,0.0002761545,0.0005201138,0.0002620285,0.001314226,0.000002256714,0.001124159,0.7748404,0.05629955,0.1041306],"study_design_scores_gemma":[0.0001890831,0.0004932424,0.6216459,0.0003471239,0.00007619302,0.00007211615,0.001135391,0.00000467887,0.00005550976,0.09809001,0.277129,0.0007616986],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6248297,0.009299211,0.000001081764,0.002092532,0.0003758926,0.001209065,0.0003091027,0.0001358882,0.3617475],"genre_scores_gemma":[0.8807567,0.01270828,0.00007096311,0.0008775168,0.0003430639,0.0000592819,0.0004484506,0.000004715947,0.1047311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6767504,"threshold_uncertainty_score":0.9999359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02709192053210428,"score_gpt":0.2094424518181475,"score_spread":0.1823505312860432,"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."}}