{"id":"W4213383745","doi":"10.5539/jas.v14n3p240","title":"Climate Change Impacts on Livestock Production and Possible Adaptation and Mitigation Strategies in Developing Countries: A Review","year":2022,"lang":"en","type":"review","venue":"Journal of Agricultural Science","topic":"Agriculture Sustainability and Environmental Impact","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Livestock; Production (economics); Food security; Climate change; Developing country; Natural resource economics; Business; Global warming; Adaptation (eye); Environmental resource management; Environmental planning; Agriculture; Environmental science; Geography; Economics; Economic growth; Ecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007739408,0.0009538512,0.001247169,0.00315373,0.0003453358,0.001253316,0.000784306,0.0009791412,0.004161207],"category_scores_gemma":[0.001414852,0.0003058498,0.001029673,0.004142154,0.0003235778,0.001355566,0.0006506648,0.0009811322,0.0006887482],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006273343,"about_ca_system_score_gemma":0.002409478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003268762,"about_ca_topic_score_gemma":0.005844143,"domain_scores_codex":[0.9997489,0.00004987066,0.00004865857,0.00004198633,0.00008300009,0.00002770753],"domain_scores_gemma":[0.999194,0.0004741542,0.0001401697,0.00001291174,0.0001441442,0.00003463543],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007231958,0.0000987684,0.0006739451,0.1145299,0.0004230448,0.0002465053,0.0002064089,0.001000629,0.001295163,0.003897835,0.02464599,0.8529096],"study_design_scores_gemma":[0.0000132363,0.0001513033,0.003487244,0.04050588,0.0009267492,0.0008456616,0.0003089359,0.0001854233,0.0004622359,0.00200775,0.9510629,0.00004271977],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001424568,0.9990065,0.00005379699,0.0001732329,0.00008329062,0.000004520534,0.00003263584,0.000003553711,0.0005000844],"genre_scores_gemma":[0.0006655056,0.9990371,0.00007927634,0.00005636157,0.00004047475,0.000002871222,0.00002122693,5.139336e-7,0.00009665708],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004161207,"threshold_uncertainty_score":0.01392061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04269791390590783,"score_gpt":0.2990613655528,"score_spread":0.2563634516468922,"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."}}