{"id":"W7020242529","doi":"","title":"Learning and Technology Adoption in Developing Countries","year":2023,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Developing country; Developed country; Government (linguistics); Work (physics); Information technology","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001230953,0.0006103013,0.0006536988,0.002171166,0.001362971,0.0002977978,0.001592836,0.0009640238,0.000008776004],"category_scores_gemma":[0.0009962503,0.0007328844,0.00006981661,0.002394158,0.000104032,0.001091391,0.0009024941,0.002264691,0.0002236021],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000797493,"about_ca_system_score_gemma":0.0001931266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001716764,"about_ca_topic_score_gemma":0.002346758,"domain_scores_codex":[0.9965775,0.0003594006,0.0008035757,0.0008775316,0.0006028714,0.0007791193],"domain_scores_gemma":[0.9977707,0.0004980848,0.0004498807,0.0006995838,0.0004928312,0.0000888842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002463979,0.0000258804,0.0006831542,0.00061914,0.00007627697,0.0001338336,0.0002081375,0.00002952193,0.0006701204,0.8573168,0.00000415209,0.1402083],"study_design_scores_gemma":[0.002558654,0.0005867814,0.02943048,0.0107975,0.0001168017,0.0003047203,0.009084544,0.00104549,0.05127584,0.41591,0.4723035,0.006585688],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833912,0.0005171036,0.00001128193,0.0003237393,0.001816201,0.0004621435,0.00002500328,0.001767376,0.01168595],"genre_scores_gemma":[0.9490649,0.008148046,0.02765532,0.0004011789,0.00004364294,0.0004104108,0.000488454,0.0003215151,0.01346654],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4722993,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01798142231533948,"score_gpt":0.2554868951841665,"score_spread":0.237505472868827,"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."}}