{"id":"W4409309644","doi":"10.1080/14728028.2025.2489423","title":"Social wellbeing in forest-dependent communities: a focus on the importance of wild mushrooms in northern Zambia","year":2025,"lang":"en","type":"article","venue":"Forests Trees and Livelihoods","topic":"Conservation, Biodiversity, and Resource Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Geography; Focus (optics); Agroforestry; Ecology; 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":[],"consensus_categories":[],"category_scores_codex":[0.0002492064,0.0001016119,0.0001289966,0.00007396367,0.0001843416,0.00002106593,0.0002358941,0.00004694536,0.00006190874],"category_scores_gemma":[0.00001263884,0.0000762842,0.00003908453,0.0002290108,0.000186586,0.00004633618,0.0003147006,0.0001246092,0.000004536411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007934571,"about_ca_system_score_gemma":0.000008113369,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01251725,"about_ca_topic_score_gemma":0.636378,"domain_scores_codex":[0.9992808,0.00006529617,0.0001900226,0.0001369958,0.0001604221,0.0001665012],"domain_scores_gemma":[0.9996572,0.00009289259,0.000068642,0.0001583123,0.000004848898,0.00001808869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003356126,0.00008981054,0.9910756,0.00001200319,0.000009850704,0.000004254856,0.004247308,0.0004813896,0.000004746486,0.0004459483,0.000172085,0.003423429],"study_design_scores_gemma":[0.0004671134,0.00005453044,0.989745,0.00005765342,0.000009203289,2.075084e-7,0.004958303,0.0008394922,0.00000821582,0.002869407,0.0009117776,0.0000791468],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991809,0.0000638725,0.00001776717,0.002194358,0.00002334285,0.0002380323,0.000004479502,0.000007716923,0.005641423],"genre_scores_gemma":[0.999317,0.00004164996,0.00001477769,0.0003097758,0.000009120818,0.00001280291,0.000003252966,0.000003950316,0.0002876529],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6238608,"threshold_uncertainty_score":0.9940585,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114915486923965,"score_gpt":0.2207667854967782,"score_spread":0.2092752368043817,"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."}}