{"id":"W2274260131","doi":"10.1111/jftr.12120","title":"Advancing Dynamic Family Theories: Applying Optimal Matching Analysis to Family Research","year":2015,"lang":"en","type":"article","venue":"Journal of Family Theory & Review","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity Western University","funders":"","keywords":"Cohabitation; Optimal matching; Life course approach; Matching (statistics); Normative; Context (archaeology); Family life; Social psychology; Psychology; Computer science; Sociology; Epistemology; Mathematics; Political science; Statistics","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":[0.01323771,0.0006278744,0.00151907,0.005113343,0.001439896,0.002502999,0.001898926,0.001216584,0.003004637],"category_scores_gemma":[0.03962554,0.00043502,0.001376663,0.006700413,0.004047645,0.00660906,0.002418717,0.002064851,0.0003031052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00347151,"about_ca_system_score_gemma":0.003917266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005403709,"about_ca_topic_score_gemma":0.003555378,"domain_scores_codex":[0.9914395,0.006029888,0.0003395395,0.0007146281,0.001252063,0.0002243389],"domain_scores_gemma":[0.9811631,0.0148493,0.001299678,0.001264874,0.001195138,0.0002278376],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003363059,0.0001011094,0.007476659,0.0003042047,0.0001493488,0.00008170649,0.001449753,0.01247008,0.0001177995,0.8167612,0.001030488,0.1600241],"study_design_scores_gemma":[0.00001103848,0.00004029593,0.003046265,0.0001720337,0.00003204209,0.00005313481,0.0006776314,0.0335074,0.0001368722,0.9569213,0.005385123,0.00001683646],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03606753,0.01168083,0.9367822,0.003210217,0.0001382397,0.0001767884,0.0001297585,0.00005151699,0.01176299],"genre_scores_gemma":[0.6144538,0.02076236,0.3606679,0.0005860726,0.0003184254,0.0006966767,0.0002040947,0.00005795989,0.002252731],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01323771,"threshold_uncertainty_score":0.07000858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09426502849351825,"score_gpt":0.4364891032316141,"score_spread":0.3422240747380958,"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."}}