{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication","research_integrity","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001295996,0.0006159592,0.0007507646,0.0003099915,0.001682734,0.003425518,0.002490672,0.001919446,0.001186773],"category_scores_gemma":[0.0004346432,0.0006696304,0.0004979987,0.00004963793,0.0008854904,0.0006866897,0.0003489153,0.001415705,0.0002155506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004569427,"about_ca_system_score_gemma":0.003114728,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001670863,"about_ca_topic_score_gemma":0.004520803,"domain_scores_codex":[0.9959779,0.0002094981,0.0005721545,0.0009326222,0.001178737,0.001129094],"domain_scores_gemma":[0.9964799,0.0002687193,0.0005910277,0.001685488,0.0003784936,0.0005963921],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000008307769,0.00001495529,0.0002679351,0.00005998739,0.00012614,0.00005364071,0.008546901,3.301579e-7,0.000001668223,0.3140966,0.6701859,0.006637665],"study_design_scores_gemma":[0.0002896877,0.000040256,0.0002797323,0.00007802243,0.000101756,0.000001705821,0.00212366,0.000002779126,9.60768e-7,0.1556816,0.8407419,0.0006580146],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0002440727,0.0004307184,0.00006132285,0.001144941,0.005966786,0.000684045,0.00008109688,0.0003250653,0.9910619],"genre_scores_gemma":[0.005524114,0.00005751001,0.0002050874,0.001806977,0.003912834,0.00004647742,0.0001915637,0.000120105,0.9881353],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.170556,"threshold_uncertainty_score":0.9997263,"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."}}