{"id":"W4389507756","doi":"10.1007/s13280-023-01963-9","title":"Precarious livelihoods at the intersection of fishing and sand mining in Cambodia","year":2023,"lang":"en","type":"article","venue":"AMBIO","topic":"Mining and Resource Management","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada; Aalborg Universitet","keywords":"Livelihood; Sand mining; Fishing; Digging; Overexploitation; Natural resource; Exploitation of natural resources; Geography; Resource (disambiguation); Precarity; Natural (archaeology); Fishery; Agriculture; Political science; Archaeology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000514542,0.00009253665,0.0001419175,0.0005585425,0.002101884,0.001240758,0.0002238422,0.0003213412,0.002267657],"category_scores_gemma":[0.0006922448,0.0001323649,0.00005572155,0.0007259729,0.003701176,0.001180422,0.002188535,0.0005034767,0.0000539164],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002109473,"about_ca_system_score_gemma":0.001235673,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03102915,"about_ca_topic_score_gemma":0.09483226,"domain_scores_codex":[0.9996972,0.0001161457,0.00001088247,0.00002768072,0.00002519188,0.0001229782],"domain_scores_gemma":[0.9995832,0.0002119741,0.000101257,0.00001526847,0.00002114401,0.00006717439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001073321,0.00004730763,0.4396481,0.0003502775,0.00003539078,0.007408557,0.4720533,0.000322844,0.005474937,0.03624965,0.001124453,0.03717791],"study_design_scores_gemma":[0.000002776863,0.00003435352,0.4106083,0.0003025466,0.000007670111,0.0006543157,0.5772622,0.0001799567,0.0004636483,0.001698285,0.008774462,0.00001157322],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939897,0.0002616432,0.00006577794,0.000568268,0.000002346484,0.00000372549,0.00001287583,4.9168e-7,0.005095204],"genre_scores_gemma":[0.9994948,0.0001135367,0.00002618623,0.00003236909,4.850625e-7,0.000002395839,0.000004318696,3.707937e-7,0.00032548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03102915,"threshold_uncertainty_score":0.06169713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009288604535579937,"score_gpt":0.2009989580238575,"score_spread":0.1917103534882776,"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."}}