{"id":"W4413682921","doi":"10.1145/3762810","title":"Uncovering Parental Struggles: Using Digital Probes to Analyse Challenges in Applying Online Parenting Content","year":2025,"lang":"en","type":"article","venue":"ACM Transactions on Computer-Human Interaction","topic":"Child Development and Digital Technology","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Content (measure theory); Psychology; Developmental psychology; Digital content; Computer science; Multimedia; Mathematics","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":[0.0001343875,0.000180202,0.0002325814,0.0007910772,0.0004663727,0.0002966609,0.000327866,0.00009917695,0.00002672954],"category_scores_gemma":[0.00005019838,0.0002023322,0.0001037648,0.0005541202,0.00005906672,0.0007508756,0.00004452141,0.0002820398,0.000008631955],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005811421,"about_ca_system_score_gemma":0.0000690081,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007520781,"about_ca_topic_score_gemma":0.008799698,"domain_scores_codex":[0.9985896,0.00004747881,0.0004238324,0.0004195372,0.0002097877,0.0003097616],"domain_scores_gemma":[0.9993651,0.0001595754,0.00009388082,0.0002438157,0.00007212124,0.00006553112],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007069913,0.0007945163,0.01142496,0.00004427299,0.0001199117,0.00001063783,0.006105548,0.00930833,0.0004760171,0.001008884,0.00001880184,0.9706174],"study_design_scores_gemma":[0.01086201,0.002070886,0.196489,0.0152743,0.0004384681,0.00009228697,0.6032758,0.03716777,0.01700347,0.04417356,0.06666277,0.00648966],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9190946,0.00003922372,0.07735372,0.0006444263,0.0008751989,0.0004394163,0.000011848,0.0002226096,0.00131895],"genre_scores_gemma":[0.9970711,0.00004231296,0.002535853,0.0000831855,0.00008732446,0.00004104193,0.00001995907,0.00001168784,0.0001075402],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9641278,"threshold_uncertainty_score":0.8250867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1207418590230897,"score_gpt":0.3617371793157041,"score_spread":0.2409953202926143,"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."}}