{"id":"W4416653547","doi":"10.1177/10664807251401259","title":"Evolving Themes in Marriage and Family Counseling: A Content Analysis of <i>The Family Journal</i> 2006–2023","year":2025,"lang":"en","type":"article","venue":"The Family Journal","topic":"Attachment and Relationship Dynamics","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Yorkville University; York University","funders":"","keywords":"Content analysis; Publishing; Content (measure theory); Genogram; Family therapy; Family studies","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":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.007515011,0.0002111984,0.0003337178,0.00576035,0.002851014,0.002689929,0.0005163808,0.0005601865,0.001118834],"category_scores_gemma":[0.02227557,0.0001934075,0.0003060919,0.005834332,0.002253276,0.001578605,0.001824415,0.0007832465,0.0001303501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003573367,"about_ca_system_score_gemma":0.006004384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003973949,"about_ca_topic_score_gemma":0.005742827,"domain_scores_codex":[0.9955842,0.002184456,0.0005088795,0.0002285897,0.001163786,0.0003300638],"domain_scores_gemma":[0.972326,0.01978533,0.002082855,0.0004839413,0.004569459,0.0007523045],"domain_codex":null,"domain_gemma":"methods","domain_candidate":"methods","domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001815717,0.0001505607,0.05395351,0.001485441,0.00004145006,0.00120935,0.8008537,0.0001601561,0.009074185,0.003272738,0.006513667,0.1231038],"study_design_scores_gemma":[0.0000207136,0.0001624049,0.1924879,0.001722693,0.00004387584,0.001243471,0.732699,0.001068817,0.003489669,0.00246888,0.06451008,0.00008260659],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983114,0.0008331266,0.00438651,0.002835726,0.0002049466,0.0008559425,0.0006768064,0.00004261137,0.007050346],"genre_scores_gemma":[0.9694124,0.001700698,0.02109931,0.00120429,0.0001792375,0.001642162,0.0008907326,0.00009624178,0.003774872],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9942396,"threshold_uncertainty_score":0.03974366,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04081079494933788,"score_gpt":0.3537767593446722,"score_spread":0.3129659643953343,"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."}}