{"id":"W4412090126","doi":"10.2139/ssrn.5341579","title":"Lab Experiments in Developing Country Contexts","year":2025,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Biomedical and Engineering Education","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; University of British Columbia Hospital","funders":"","keywords":"Developing country; Economics; Economic growth","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00552054,0.0007341093,0.0004044685,0.0008392216,0.005497222,0.002116194,0.0010896,0.00100502,0.0125205],"category_scores_gemma":[0.007536323,0.000437515,0.0002856647,0.001270392,0.003769471,0.001491122,0.002779459,0.00169326,0.002063802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002814506,"about_ca_system_score_gemma":0.003537321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035973,"about_ca_topic_score_gemma":0.02644609,"domain_scores_codex":[0.9944993,0.004074954,0.0001284591,0.0003349173,0.0002112108,0.0007510185],"domain_scores_gemma":[0.9885004,0.005933092,0.0009874821,0.001341331,0.00141397,0.001823785],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03184407,0.1062428,0.3227449,0.002348172,0.0003283532,0.01040248,0.1405464,0.007241321,0.07294244,0.0667476,0.02962795,0.2089836],"study_design_scores_gemma":[0.003957818,0.05620194,0.3689258,0.001189678,0.0003948804,0.001999398,0.4049358,0.004338348,0.04840942,0.02311119,0.08612427,0.000411619],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749059,0.000269081,0.001528715,0.0006865912,0.00005199963,0.000606793,0.0003747796,0.00003282843,0.02154326],"genre_scores_gemma":[0.9892303,0.0003935128,0.003142748,0.0003994807,0.0000304999,0.001212151,0.000291713,0.00002343974,0.005276073],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0125205,"threshold_uncertainty_score":0.0418852,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00422907342955166,"score_gpt":0.2353608256861353,"score_spread":0.2311317522565837,"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."}}