{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003184062,0.000081853,0.00009116717,0.0001366534,0.00003274273,0.00002025436,0.0001094209,0.00006237728,0.000009486817],"category_scores_gemma":[0.00001566706,0.00007879169,0.00001797804,0.0002604623,0.00001069168,0.00007464713,0.000009638773,0.0006934928,0.00001070844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149814,"about_ca_system_score_gemma":0.0005288168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001721669,"about_ca_topic_score_gemma":0.0001119935,"domain_scores_codex":[0.9988375,0.000008868029,0.000163885,0.00006695961,0.00008219309,0.0008406104],"domain_scores_gemma":[0.9998761,0.00001390639,0.00001069158,0.0000559537,0.00001401168,0.00002933354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004674883,0.0001679808,0.007709369,0.0004526724,0.0005942203,0.00001515455,0.001337932,0.004277084,0.009916147,0.7557777,0.007792065,0.2119129],"study_design_scores_gemma":[0.008924948,0.0002745992,0.07141227,0.002708184,0.00009102348,0.0005829863,0.007029554,0.02322073,0.01522925,0.4410034,0.4269813,0.002541766],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8298972,0.03015212,0.1277358,0.001761139,0.003573418,0.0001616668,0.000001418278,0.0002824898,0.006434721],"genre_scores_gemma":[0.9964982,0.002587812,0.0001547362,0.000103281,0.00008955433,0.000007499929,0.000002670316,0.0000107713,0.0005455337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4191892,"threshold_uncertainty_score":0.3213032,"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."}}