{"id":"W4328008554","doi":"10.2139/ssrn.4388958","title":"Contextualizing Datafication in Peru: Insights from a Citizen Data Literacy Project","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"E-Learning and Knowledge Management","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Citizen science; Literacy; Political science; Sociology; Law","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":[0.02068042,0.0002947584,0.0004156778,0.002963337,0.01578542,0.01122226,0.002298487,0.003429513,0.006742524],"category_scores_gemma":[0.08045291,0.000549225,0.0002752812,0.004253625,0.01247387,0.01142085,0.02181556,0.005540259,0.0005149841],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006082663,"about_ca_system_score_gemma":0.01530679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02723073,"about_ca_topic_score_gemma":0.03902816,"domain_scores_codex":[0.9846912,0.01098351,0.0004622547,0.001002658,0.001314037,0.001546393],"domain_scores_gemma":[0.9272286,0.05617341,0.003277445,0.004342731,0.005422264,0.003555608],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002468701,0.0001196709,0.01054674,0.00008758577,0.000005876073,0.001148499,0.9539416,0.0000731277,0.0004688184,0.01359051,0.001251868,0.01874094],"study_design_scores_gemma":[0.000005745692,0.00003971206,0.004777735,0.000185981,0.000006157624,0.0002408412,0.9509004,0.0002572148,0.0003634052,0.00568726,0.03752146,0.00001409825],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9175664,0.0004101867,0.009510704,0.01667513,0.00004612818,0.000249174,0.0001381933,0.0001046098,0.0552995],"genre_scores_gemma":[0.992305,0.0002490696,0.002430344,0.0006272331,0.00001307697,0.0001162302,0.0001027805,0.00006070872,0.004095452],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02723073,"threshold_uncertainty_score":0.1093698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0430755482743708,"score_gpt":0.316052255012105,"score_spread":0.2729767067377342,"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."}}