{"id":"W4404741731","doi":"10.1007/s10460-024-10667-z","title":"Farm workers’ food security during food price hikes: a political economy of landless rice-wheat farm labourers in Pakistan’s Punjab","year":2024,"lang":"en","type":"article","venue":"Agriculture and Human Values","topic":"Agricultural risk and resilience","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Social Sciences and Humanities Research Council","keywords":"Food security; Agricultural economics; Farm workers; Politics; Business; Economics; Agriculture; Geography; Political science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006338083,0.00009967906,0.0001613968,0.0004678805,0.003635256,0.00291831,0.0004720089,0.001839597,0.008813125],"category_scores_gemma":[0.001105065,0.0002385303,0.0001185962,0.0005470145,0.002981604,0.00114113,0.002007074,0.002644245,0.0004178735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002080957,"about_ca_system_score_gemma":0.002012167,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04277889,"about_ca_topic_score_gemma":0.1038425,"domain_scores_codex":[0.9992812,0.0001162441,0.0000100052,0.00002785535,0.00002692426,0.0005377385],"domain_scores_gemma":[0.998374,0.0003130984,0.000438695,0.00002441357,0.00006151465,0.0007882802],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.001524646,0.001545445,0.7473945,0.0001227827,0.00007703929,0.00466192,0.1693805,0.0009884314,0.003920395,0.033948,0.009809582,0.02662664],"study_design_scores_gemma":[0.00007883478,0.0002497096,0.5996297,0.00006784294,0.00001558833,0.0002009856,0.3842147,0.001064792,0.0002597516,0.003311253,0.01087417,0.00003264852],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946572,0.00003600025,0.00002112704,0.002878786,0.000008963924,0.000006324442,0.00003595369,9.090262e-7,0.002354787],"genre_scores_gemma":[0.9990633,0.00003062343,0.00000687704,0.0002126752,0.000005511563,0.000002961481,0.00001052802,5.570325e-7,0.000667055],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04277889,"threshold_uncertainty_score":0.08505982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01056608882844693,"score_gpt":0.2426736323741986,"score_spread":0.2321075435457517,"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."}}