{"id":"W4413751953","doi":"10.1080/01621459.2025.2552416","title":"Exponential Families in Theory and Practice","year":2025,"lang":"en","type":"article","venue":"Journal of the American Statistical Association","topic":"Intergenerational Family Dynamics and Caregiving","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Exponential family; Mathematics; Exponential function; Psychology; Econometrics; Applied mathematics; Mathematical economics; Mathematical analysis","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01056734,0.001476623,0.002258945,0.003358385,0.001350321,0.005011252,0.001944055,0.003142401,0.02418444],"category_scores_gemma":[0.02230424,0.001575927,0.0009732076,0.003890177,0.007988992,0.01077799,0.002694712,0.005666949,0.00990235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003126034,"about_ca_system_score_gemma":0.002281134,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003554961,"about_ca_topic_score_gemma":0.002629138,"domain_scores_codex":[0.9956689,0.002129638,0.0003509995,0.0005559297,0.00113042,0.0001641507],"domain_scores_gemma":[0.9805247,0.01586747,0.0004548889,0.001264193,0.001522601,0.0003662047],"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":[0.00003506323,0.00004295807,0.0002728461,0.0005775772,0.00003549952,0.00007916163,0.0007841701,0.001447201,0.00009045622,0.6090199,0.2810596,0.1065557],"study_design_scores_gemma":[0.00001323686,0.00002235462,0.0003172973,0.0005975668,0.000008331319,0.0001315274,0.0002897255,0.001703562,0.00006708454,0.631025,0.3658028,0.00002158267],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.00157076,0.7383919,0.09783423,0.04726188,0.005876392,0.00006570368,0.0005427899,0.0009541339,0.1075022],"genre_scores_gemma":[0.1243416,0.5814209,0.1187571,0.01513287,0.01677211,0.0009243084,0.0008991701,0.001281838,0.1404701],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02418444,"threshold_uncertainty_score":0.08090502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004956614711957774,"score_gpt":0.3301378846631963,"score_spread":0.3251812699512385,"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."}}