{"id":"W3121905862","doi":"","title":"Life in the Fringes: Economic and Sociocultural Practices in the Zambia–Malawi–Mozambique Borderlands in Comparative Perspective","year":2017,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Cross-Border Cooperation and Integration","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Sociocultural evolution; Socioeconomic status; Economic growth; Political science; State (computer science); Geography; Sociology; Population; Economics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.004660156,0.0001015354,0.0001487642,0.00006831894,0.001248786,0.001116594,0.0004993006,0.00007556468,0.00002671015],"category_scores_gemma":[0.0009172481,0.00006206767,0.00003739412,0.00008702871,0.0002543078,0.00107006,0.00001894855,0.001556603,0.000006763599],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009371785,"about_ca_system_score_gemma":0.002268791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02597693,"about_ca_topic_score_gemma":0.8191382,"domain_scores_codex":[0.9981085,0.0006445459,0.0002282177,0.0001653314,0.0001782342,0.0006751816],"domain_scores_gemma":[0.9992172,0.0001994093,0.0003485661,0.0001255238,0.00007474564,0.00003454207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.00005558015,0.00008048313,0.07445895,0.000001022172,0.00002063058,0.000002343368,0.3053639,0.00004314281,0.00001614529,0.6190617,0.0001730051,0.0007230983],"study_design_scores_gemma":[0.0009020689,0.0001412921,0.1447343,0.00001650377,0.000006997281,0.00002084947,0.816117,0.0004165005,0.000003235405,0.03378784,0.00372768,0.0001257351],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9262315,0.001073551,0.00001252735,0.05688128,0.00007996181,0.0002635658,9.594734e-7,0.00000430269,0.01545236],"genre_scores_gemma":[0.9954641,0.003545671,0.00000508606,0.0004587175,0.0002355035,0.00001905635,0.000001200943,0.000003677809,0.0002670131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7931612,"threshold_uncertainty_score":0.9999204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05478489948172913,"score_gpt":0.4248657921245141,"score_spread":0.370080892642785,"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."}}