{"id":"W4392241265","doi":"10.18280/ijsdp.190207","title":"Developing a Sustainable Beef Cattle Business Model for Smallholder Farms in South Kalimantan's Drylands","year":2024,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"Livestock Farming and Management","field":"Agricultural and Biological Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beef cattle; Business; Agroforestry; Sustainability; Sustainable development; Agricultural science; Agricultural economics; Geography; Environmental science; Forestry; Economics; Political science; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000633285,0.0001277728,0.000154802,0.0001806294,0.000137457,0.0003137676,0.0002279881,0.00005191858,0.00000751356],"category_scores_gemma":[0.00007962959,0.00006282094,0.00003901095,0.0002600968,0.0000168172,0.0003813991,0.0001319131,0.0001131823,7.039961e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002232326,"about_ca_system_score_gemma":0.0001764575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000405185,"about_ca_topic_score_gemma":0.00001159029,"domain_scores_codex":[0.9988887,0.00001246062,0.0003488302,0.0001732337,0.0002465092,0.0003302481],"domain_scores_gemma":[0.9992033,0.0001131213,0.0001064768,0.00001628261,0.0005075057,0.00005337437],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002396757,0.0005756916,0.08156153,0.00339694,0.001990017,0.02137655,0.28027,0.06112623,0.00290969,0.2608022,0.006833149,0.2767612],"study_design_scores_gemma":[0.002777727,0.0002959174,0.1667388,0.002666688,0.0001063518,0.0002967415,0.4439373,0.03014481,0.001169936,0.02854622,0.3217622,0.001557267],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987478,0.0007861303,0.009482764,0.001563578,0.0002390884,0.0001835452,0.000003586759,0.00002112909,0.0002421941],"genre_scores_gemma":[0.992085,0.00003163984,0.003021907,0.000142891,0.0002064065,0.00002191547,0.00003083181,0.000002535019,0.004456858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3149291,"threshold_uncertainty_score":0.3025668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03149942387994784,"score_gpt":0.2599031732934511,"score_spread":0.2284037494135032,"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."}}