{"id":"W2592824661","doi":"10.1504/ijmrm.2015.074176","title":"A journey to the south: socio-economic implications for young female head porters in the central business district of Kumasi, Ghana","year":2015,"lang":"en","type":"article","venue":"International Journal of Migration and Residential Mobility","topic":"Migration and Labor Dynamics","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Livelihood; Empowerment; Economic growth; Work (physics); Intervention (counseling); Promotion (chess); Gender and development; Geography; Socioeconomics; Political science; Sociology; Social change; Economics; Psychology; Engineering","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":[],"consensus_categories":[],"category_scores_codex":[0.001664189,0.00006367018,0.0001172303,0.00009932709,0.0001434882,0.0001515109,0.0003929993,0.0000463435,0.00001645945],"category_scores_gemma":[0.000595495,0.00004129385,0.00008984138,0.0001460678,0.0001245291,0.0002262822,0.00002071486,0.00008943814,8.821171e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000187543,"about_ca_system_score_gemma":0.0004567809,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004103247,"about_ca_topic_score_gemma":0.1670343,"domain_scores_codex":[0.9987719,0.0001951117,0.0004963675,0.00009729213,0.00032378,0.0001155514],"domain_scores_gemma":[0.9985958,0.0001395806,0.0003609721,0.00009389088,0.0007204158,0.00008930093],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000672654,0.0004208846,0.6458848,0.00001634666,0.0001528956,0.000003767933,0.2920689,0.005238546,0.0003156327,0.03498609,0.01354712,0.006692401],"study_design_scores_gemma":[0.0006765329,0.00005567445,0.9418852,0.00002285051,0.00002758307,0.0000142089,0.04692886,0.0004214204,0.0000182656,0.001910947,0.007963949,0.00007445586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9492021,0.000081793,0.00858589,0.04090247,0.0007367316,0.000311346,0.00007279781,0.000003126477,0.0001037434],"genre_scores_gemma":[0.9990404,0.00008830691,0.0001333039,0.0002039831,0.0004124422,0.00001224784,0.00001211489,0.000003251974,0.00009401001],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2960005,"threshold_uncertainty_score":0.8481652,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04966542786847981,"score_gpt":0.3585656340522365,"score_spread":0.3089002061837567,"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."}}