{"id":"W4402369910","doi":"10.5771/9781442248632","title":"Beyond Marriage","year":2017,"lang":"en","type":"book","venue":"Rowman & Littlefield Publishers eBooks","topic":"Gender, Labor, and Family Dynamics","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003675857,0.0005487731,0.0003865785,0.0008068176,0.004590062,0.004985776,0.0007554524,0.001810224,0.06815161],"category_scores_gemma":[0.001069152,0.0002008693,0.0003828641,0.0008016049,0.00391226,0.005717343,0.004439104,0.003774476,0.0263001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002087855,"about_ca_system_score_gemma":0.002266147,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005121219,"about_ca_topic_score_gemma":0.01196396,"domain_scores_codex":[0.9993464,0.000191846,0.00001930467,0.0001145138,0.0002196591,0.0001082195],"domain_scores_gemma":[0.9997591,0.00006766205,0.00001467924,0.00003370084,0.00005606503,0.00006880403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001378971,0.00001728716,0.0001230102,0.00009875159,0.000002458106,0.0001323185,0.00547111,0.00005627265,0.0001361051,0.6025257,0.3115406,0.07988266],"study_design_scores_gemma":[5.793494e-7,0.000003096602,0.00003414112,0.00005316419,4.469365e-7,0.00004678462,0.0004136881,0.000006966199,0.00001823772,0.00948687,0.9899349,0.000001227938],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007936733,0.02100671,0.001060073,0.01121381,0.003939002,0.00001950038,0.00007466626,0.00007419536,0.9618184],"genre_scores_gemma":[0.01595535,0.01072772,0.0008662199,0.007390999,0.001375945,0.00003501485,0.00008475134,0.0001322677,0.9634319],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.06815161,"threshold_uncertainty_score":0.2279899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0224551919436016,"score_gpt":0.2650360953830297,"score_spread":0.2425809034394281,"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."}}