{"id":"W2737289653","doi":"10.5539/jas.v9n8p130","title":"Socio-Economic Characteristics of Farming Community and Food Security Situation in Punjab, Pakistan","year":2017,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Food security; Entitlement (fair division); Agriculture; Livestock; Consumption (sociology); Business; Socioeconomics; Agricultural economics; Descriptive statistics; Geography; Economics","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":[0.0003666481,0.0001676737,0.0001874012,0.001067694,0.001680681,0.0007541206,0.0001925355,0.0002543615,0.003236378],"category_scores_gemma":[0.0009730403,0.0002481579,0.0001572094,0.001164155,0.000751092,0.0004500019,0.0006228247,0.0004209091,0.0002706739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004967708,"about_ca_system_score_gemma":0.0009718011,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02884749,"about_ca_topic_score_gemma":0.04116496,"domain_scores_codex":[0.9997181,0.00005362497,0.00002804606,0.00004618103,0.00006083631,0.00009326068],"domain_scores_gemma":[0.9992877,0.00009632331,0.000247763,0.00002189293,0.00006679633,0.0002795865],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002275213,0.0001391321,0.9947984,0.0000203925,0.00001199471,0.0004563464,0.001472575,0.00005831159,0.0001751131,0.0001017572,0.0003021969,0.002441083],"study_design_scores_gemma":[0.000002549213,0.00007654359,0.9960867,0.0000167282,0.000002497266,0.0003090393,0.003107318,0.00004414449,0.00001550504,0.00002585467,0.0003085172,0.000004703226],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990082,0.00007476404,0.0000131743,0.00009829817,0.000004051717,0.00001019194,0.0001537087,0.000001008644,0.0006366769],"genre_scores_gemma":[0.9995555,0.0001073494,0.00002326287,0.00003316483,0.000003414483,0.000008758457,0.0000998334,5.062645e-7,0.0001681806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02884749,"threshold_uncertainty_score":0.05735916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1248745676661907,"score_gpt":0.4411876618669591,"score_spread":0.3163130942007684,"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."}}