{"id":"W2209054155","doi":"","title":"The farmers' livelihood risk and their coping strategy in the downstream of Shiyang River: A case of Minqin Oasis","year":2015,"lang":"en","type":"article","venue":"Geographical Research","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Science North","funders":"","keywords":"Livelihood; Agriculture; Business; Geography; Vulnerability (computing); Socioeconomics; Economics","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":[0.002568731,0.0001034249,0.0001630483,0.00003327183,0.0003829933,0.00005663396,0.0004615646,0.0001010228,0.000007694827],"category_scores_gemma":[0.0005205961,0.00002207978,0.00008645353,0.001396411,0.001187603,0.00006230419,0.0001779263,0.0004570323,0.000001760725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007488436,"about_ca_system_score_gemma":0.00001969096,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01309798,"about_ca_topic_score_gemma":0.008015521,"domain_scores_codex":[0.9979321,0.0007516962,0.0002434236,0.000228617,0.0004453304,0.0003988567],"domain_scores_gemma":[0.9970264,0.002416268,0.00007638796,0.00009173238,0.0002610192,0.0001281224],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0001691346,0.0002704189,0.3768306,0.00001944497,0.00003117717,0.00007548563,0.003282477,0.00001926426,0.005525219,0.001602551,0.0004650846,0.6117091],"study_design_scores_gemma":[0.0002868839,0.00113798,0.9030266,0.00005152052,0.000009685873,0.0001176991,0.08727707,0.0001539821,0.000782016,0.005775353,0.001247789,0.0001334423],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958786,0.002270491,8.625436e-7,0.001125718,0.0000121635,0.0002914796,0.00003322219,0.000005468683,0.000382015],"genre_scores_gemma":[0.9970863,0.002818186,0.000009154029,0.00001019758,0.00004015939,0.0000171191,0.000002958063,4.522966e-7,0.00001549744],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6115757,"threshold_uncertainty_score":0.9934739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05658053785550157,"score_gpt":0.3093299809382818,"score_spread":0.2527494430827802,"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."}}