{"id":"W4400962837","doi":"10.3389/fdpys.2024.1419756","title":"Friends, followers, peers, and posts: adolescents' in-person and online friendship networks and social media use influences on friendship closeness via the importance of technology for social connection","year":2024,"lang":"en","type":"article","venue":"Frontiers in Developmental Psychology","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council","keywords":"Friendship; Closeness; Social connectedness; Psychology; Social media; Social psychology; Feeling; Social network (sociolinguistics); Phone; Social support; Developmental psychology; World Wide Web; Computer science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007734479,0.00025374,0.0004180737,0.0006324767,0.0004629059,0.0000646844,0.0002973224,0.0007019137,0.000004643463],"category_scores_gemma":[0.0002742983,0.0002350828,0.000044635,0.0007914637,0.001926859,0.0002713111,0.00008414488,0.0005979151,3.573637e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002230972,"about_ca_system_score_gemma":0.0001039228,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001427521,"about_ca_topic_score_gemma":0.003785506,"domain_scores_codex":[0.9980037,0.0001593052,0.0004191204,0.0006030698,0.0002259991,0.0005887742],"domain_scores_gemma":[0.9994724,0.0001642938,0.0001597367,0.0001008965,0.00004392484,0.00005868412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004055878,0.0001173428,0.9415811,0.00004578407,0.00006259622,0.00002246493,0.01077919,4.73712e-7,0.00006525645,0.003842568,0.001710677,0.04136701],"study_design_scores_gemma":[0.001892996,0.0001306893,0.9225475,0.0001916545,0.00003279904,0.00002459513,0.06476832,0.00008330755,0.00003578717,0.008535659,0.001407697,0.0003489864],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9880276,0.001277424,0.0004035392,0.00774357,0.001738534,0.0005353337,0.00005243877,0.00009294898,0.0001285803],"genre_scores_gemma":[0.9973623,0.0002351261,0.00156764,0.000622876,0.0001114892,0.00003756139,0.00002782212,0.00002551968,0.000009670565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05398913,"threshold_uncertainty_score":0.9586397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03388515964389358,"score_gpt":0.3255711477158336,"score_spread":0.29168598807194,"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."}}