{"id":"W4288048780","doi":"10.2196/39017","title":"Objective Assessment of the Nature and Extent of Children’s Internet-Based World: Protocol for the Kids Online Aotearoa Study","year":2022,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"The Internet; Aotearoa; Phone; Computer science; Internet privacy; Data collection; World Wide Web; Psychology; Multimedia; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02606471,0.001588012,0.001753179,0.003543539,0.003759214,0.002551266,0.002141558,0.001573588,0.03726102],"category_scores_gemma":[0.01865892,0.00186737,0.001666558,0.003448375,0.001823305,0.002313168,0.003167715,0.003404218,0.01442214],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004010175,"about_ca_system_score_gemma":0.01250883,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0124041,"about_ca_topic_score_gemma":0.02991949,"domain_scores_codex":[0.9902393,0.004210437,0.002388988,0.0009718708,0.001094865,0.001094566],"domain_scores_gemma":[0.9744435,0.004659566,0.004557947,0.003214844,0.01111285,0.002011233],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0281277,0.0201082,0.166551,0.01999561,0.0005468092,0.002611332,0.04877181,0.002579853,0.01369325,0.01297419,0.3838463,0.3001939],"study_design_scores_gemma":[0.006064071,0.006674538,0.3890924,0.004733168,0.0002075816,0.0004446284,0.0314541,0.001878142,0.005965156,0.002965266,0.5501144,0.0004066182],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.07722022,0.0003333906,0.01067103,0.001062903,0.0005095173,0.8160516,0.05357034,0.000513471,0.04006763],"genre_scores_gemma":[0.01251816,0.0002016268,0.006209082,0.0001781396,0.00002311895,0.9748512,0.003327785,0.00004078296,0.002650122],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.03726102,"threshold_uncertainty_score":0.137845,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1318598037209196,"score_gpt":0.5503049512457618,"score_spread":0.4184451475248422,"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."}}