{"id":"W4391683067","doi":"10.20944/preprints202402.0576.v1","title":"A Scoping Review of Children, Empowerment and Smartphone Technology Regarding Social Construction Theory with the Aim of Increasing Self-Direction in Democracies","year":2024,"lang":"en","type":"review","venue":"Preprints.org","topic":"ICT in Developing Communities","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Empowerment; Sociology; Political science; Psychology; Economic growth; Economics","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":[0.007934297,0.001249326,0.003953109,0.01852443,0.00121243,0.004793545,0.001498704,0.002896524,0.005727987],"category_scores_gemma":[0.03559432,0.0009220848,0.003234922,0.02256338,0.002122912,0.004300817,0.002431047,0.001894982,0.0007067231],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004104696,"about_ca_system_score_gemma":0.01806182,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009380517,"about_ca_topic_score_gemma":0.02183768,"domain_scores_codex":[0.9946296,0.001703364,0.00199953,0.0004123187,0.001070918,0.0001841622],"domain_scores_gemma":[0.9516159,0.04156554,0.002997592,0.0005322058,0.002974741,0.0003140498],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008241369,0.0000456282,0.0006770033,0.7201583,0.0009214381,0.0002141654,0.001792426,0.0001640955,0.0002244297,0.005085674,0.009029806,0.2616045],"study_design_scores_gemma":[0.00001411931,0.00004376007,0.00132795,0.8936697,0.002065981,0.0002282585,0.0008708976,0.00003206211,0.0001007189,0.001308497,0.1003218,0.00001622008],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003062802,0.997847,0.0001447817,0.0004682993,0.0001608605,0.0000822706,0.00008809713,0.000003955072,0.0008984163],"genre_scores_gemma":[0.001855543,0.997106,0.0003143998,0.0002608428,0.00006398479,0.0001682864,0.00008647323,0.000002946892,0.0001414697],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01852443,"threshold_uncertainty_score":0.04196107,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05734764005641971,"score_gpt":0.3501861815785566,"score_spread":0.2928385415221368,"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."}}