{"id":"W4410640505","doi":"10.2196/69358","title":"Technology Effects and Child Health: Wellness Impact and Social Effects (TECHWISE): Protocol for a Prospective, Observational, Real-World Study","year":2025,"lang":"en","type":"article","venue":"JMIR Research Protocols","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Observational study; Preprint; Psychology; Gerontology; Medicine; Environmental health; Computer science; World Wide Web","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":[0.02650444,0.003367989,0.00435206,0.002753816,0.004369029,0.002542148,0.002494788,0.003435104,0.04157313],"category_scores_gemma":[0.01950707,0.003115974,0.003288875,0.002639001,0.001889388,0.002376108,0.002676762,0.005639384,0.01036727],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004073818,"about_ca_system_score_gemma":0.01805935,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005696055,"about_ca_topic_score_gemma":0.01043886,"domain_scores_codex":[0.9889082,0.005857606,0.00217681,0.001200281,0.0009316317,0.0009254662],"domain_scores_gemma":[0.9825003,0.003943055,0.00271329,0.00333237,0.005667239,0.001843825],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.1728334,0.06980634,0.04807831,0.07135065,0.002607628,0.004186858,0.01138138,0.01262772,0.01106162,0.02457845,0.2913494,0.2801382],"study_design_scores_gemma":[0.1369761,0.05651734,0.1792053,0.03316066,0.001422335,0.001299548,0.008762976,0.007682974,0.00618889,0.01888759,0.5487252,0.00117107],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"protocol","genre_scores_codex":[0.004150521,0.0002805702,0.004416488,0.0002194426,0.000167,0.9831093,0.006142654,0.0001096328,0.001404396],"genre_scores_gemma":[0.001500041,0.00009491861,0.002707257,0.00007445198,0.00001849993,0.9949067,0.0004655599,0.00000519789,0.0002273048],"genre_candidate":"protocol","genre_consensus":"protocol","teacher_disagreement_score":0.04157313,"threshold_uncertainty_score":0.1401706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1622839995278048,"score_gpt":0.5968759483899521,"score_spread":0.4345919488621472,"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."}}