{"id":"W4412083992","doi":"10.1080/03601277.2025.2528682","title":"What do Instagram photos tell about grandfathers’ involvement in intergenerational family relationships? A manifest content analysis (MCA)","year":2025,"lang":"en","type":"article","venue":"Educational Gerontology","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Thompson Rivers University","funders":"","keywords":"Psychology; Content analysis; Gerontology; Sociology; Social science; Medicine","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":[0.002101501,0.0001776699,0.0001738844,0.002582116,0.001072845,0.002384668,0.0002670099,0.0003453773,0.003300593],"category_scores_gemma":[0.00857895,0.0001388889,0.0001627825,0.002199294,0.001160922,0.002793658,0.001004275,0.0004325037,0.0004399423],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001241495,"about_ca_system_score_gemma":0.0005000868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005271708,"about_ca_topic_score_gemma":0.01274287,"domain_scores_codex":[0.9991492,0.000510711,0.00003909971,0.00008367651,0.0001311692,0.00008620072],"domain_scores_gemma":[0.99352,0.004848773,0.0007303085,0.0003416373,0.0004443628,0.0001150108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0004461492,0.00009825632,0.2054806,0.0008101502,0.00005562935,0.0007574001,0.6265514,0.0001701099,0.007176938,0.006733528,0.008102267,0.1436175],"study_design_scores_gemma":[0.000007716329,0.00008263335,0.3342147,0.0003913771,0.00005304719,0.0005086341,0.6218274,0.0008998949,0.002704237,0.002220785,0.03703805,0.00005155119],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9793485,0.0004032451,0.001675143,0.0009049514,0.00004123932,0.0001274782,0.001960245,0.00005292023,0.01548625],"genre_scores_gemma":[0.9958754,0.0003887195,0.001634682,0.000101318,0.00003077713,0.0001047638,0.0004629316,0.00002465458,0.001376779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005271708,"threshold_uncertainty_score":0.01111388,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07656352650395289,"score_gpt":0.3500038821786991,"score_spread":0.2734403556747462,"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."}}