{"id":"W4367310702","doi":"10.6000/1927-520x.2023.12.06","title":"Conceptual Framework for Assessing Sustainability of Swamp Buffalo Production Systems","year":2023,"lang":"en","type":"article","venue":"Journal of Buffalo Science","topic":"Livestock Farming and Management","field":"Agricultural and Biological Sciences","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Swamp; Livelihood; SWOT analysis; Environmental resource management; Production (economics); Dairy farming; Geography; Conceptual framework; Population; Agriculture; Business; Environmental planning; Ecology; Environmental science; Economics; Social science","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":[0.005041062,0.001205462,0.0004486764,0.008209589,0.001962103,0.007544973,0.00195244,0.001632264,0.002799112],"category_scores_gemma":[0.003863072,0.000346661,0.001153435,0.005395663,0.005821866,0.006861857,0.004539994,0.001344917,0.0002339386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009068765,"about_ca_system_score_gemma":0.009130023,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01815598,"about_ca_topic_score_gemma":0.01805521,"domain_scores_codex":[0.9966545,0.001662222,0.0002775148,0.0003916254,0.0007097364,0.0003042842],"domain_scores_gemma":[0.9972643,0.0009361985,0.000426479,0.0001013706,0.0009611609,0.0003106026],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001855845,0.00009792704,0.01615207,0.001047216,0.0001041495,0.0009365823,0.02206866,0.02499351,0.00123396,0.8653315,0.00391336,0.06410244],"study_design_scores_gemma":[0.00002735761,0.0002208693,0.0221347,0.003845059,0.000219191,0.001116366,0.1262128,0.06157776,0.0009965783,0.5920639,0.1914177,0.0001678128],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2471392,0.01178844,0.4767151,0.02823271,0.0003878825,0.002791151,0.002280819,0.000309438,0.2303553],"genre_scores_gemma":[0.8381156,0.004231226,0.1515183,0.000467907,0.0000524849,0.0008813149,0.0006988503,0.00002525603,0.004009019],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01815598,"threshold_uncertainty_score":0.06579888,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04248488589070216,"score_gpt":0.3076658093233862,"score_spread":0.2651809234326841,"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."}}