{"id":"W4392896989","doi":"10.1111/jomf.12983","title":"The digitalization of family life: A multilevel conceptual framework","year":2024,"lang":"en","type":"article","venue":"Journal of Marriage and the Family","topic":"Work-Family Balance Challenges","field":"Social Sciences","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Conceptual framework; Bridging (networking); Family life; Sociocultural evolution; Sociology; Scholarship; The Internet; Psychology; Social science; Political science; Gender studies; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002316275,0.0001067699,0.0002515564,0.00005438103,0.0003348688,0.0002491538,0.0003934226,0.0001130322,0.00001341571],"category_scores_gemma":[0.001490043,0.00005539196,0.0001505469,0.0002224996,0.001225439,0.0002903405,0.00005659134,0.0003332093,0.00000516405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003545866,"about_ca_system_score_gemma":0.0002842101,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009113421,"about_ca_topic_score_gemma":0.00002905761,"domain_scores_codex":[0.9983425,0.0003611774,0.0004399999,0.0001047616,0.0005456005,0.0002059402],"domain_scores_gemma":[0.9966068,0.002689538,0.0002699389,0.0001415511,0.0001948295,0.00009737446],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.001094201,0.0001247478,0.005763626,0.0001084209,0.0009009116,0.00006760605,0.2187689,0.0001223888,0.0006739329,0.6492392,0.05641259,0.06672346],"study_design_scores_gemma":[0.003002573,0.0003377631,0.07454008,0.001663474,0.0003110088,0.00002167111,0.3790555,0.0004294682,0.00004400755,0.1625659,0.3775809,0.0004475663],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8242173,0.1315777,0.005360066,0.006282829,0.003891418,0.0004080494,0.00002157765,0.00005384421,0.02818721],"genre_scores_gemma":[0.9786664,0.01951375,0.0001385841,0.0003292629,0.0008809026,0.000003295819,3.506681e-7,0.00001250601,0.0004550052],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4866732,"threshold_uncertainty_score":0.451518,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03175799073574526,"score_gpt":0.306446126050675,"score_spread":0.2746881353149297,"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."}}