{"id":"W4415172823","doi":"10.1016/j.appdev.2025.101879","title":"Family configurations and preschoolers' problematic media use: An fsQCA study","year":2025,"lang":"en","type":"article","venue":"Journal of Applied Developmental Psychology","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Carleton University","funders":"Shanghai Normal University; China Postdoctoral Science Foundation","keywords":"Media use; Psychological intervention; Qualitative comparative analysis; Media literacy; Literacy; Qualitative research","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":[0.001182073,0.0004740678,0.0006438642,0.002271638,0.003923669,0.001718629,0.000582151,0.0006079676,0.002719785],"category_scores_gemma":[0.003445598,0.0005372685,0.0005935223,0.001665271,0.001079923,0.001388382,0.00146395,0.001004974,0.0004466444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002121791,"about_ca_system_score_gemma":0.002511634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09845178,"about_ca_topic_score_gemma":0.09572254,"domain_scores_codex":[0.9993825,0.0001294347,0.00005946337,0.0001223719,0.0001054167,0.0002008315],"domain_scores_gemma":[0.9980399,0.0004161818,0.0005224085,0.0002043517,0.0003695145,0.0004476753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002022626,0.001319411,0.9546151,0.00002400175,0.00002790123,0.001071585,0.03454429,0.00002929062,0.0008519636,0.0001957928,0.0002441529,0.006874276],"study_design_scores_gemma":[0.00001171668,0.0003953563,0.948535,0.00002145909,0.0000346595,0.0004918041,0.04942382,0.00006607488,0.0002423585,0.0001018412,0.0006601476,0.00001590961],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996768,0.00002456483,0.00001607566,0.00001148849,8.773644e-7,0.000008734269,0.00004254841,0.000001680664,0.0002172658],"genre_scores_gemma":[0.9991038,0.000067587,0.00008578096,0.00002198164,0.000001829877,0.00004042183,0.00009931842,0.000002472789,0.0005768687],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09845178,"threshold_uncertainty_score":0.1957575,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04118144425580329,"score_gpt":0.3521601296489805,"score_spread":0.3109786853931772,"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."}}