{"id":"W2564468797","doi":"10.1080/23323256.2016.1238772","title":"Is it enough to talk of marriage as a process? Legitimate co-habitation in Umlazi, South Africa","year":2016,"lang":"en","type":"article","venue":"Anthropology Southern Africa","topic":"Legal Issues in South Africa","field":"Social Sciences","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cohabitation; Sociology; Ambiguity; Position (finance); Order (exchange); Space (punctuation); Gender studies; Law; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0008973426,0.0003176739,0.0005697799,0.0003617144,0.0004111899,0.00004656924,0.0008019009,0.0003839241,0.007565367],"category_scores_gemma":[0.001390974,0.0002529153,0.000145407,0.001033176,0.002635693,0.0002782926,0.0001219206,0.0002061482,0.003741087],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001952568,"about_ca_system_score_gemma":0.0003518926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00170596,"about_ca_topic_score_gemma":0.0007839579,"domain_scores_codex":[0.9963772,0.000488328,0.0006664086,0.0007086628,0.0007078456,0.001051581],"domain_scores_gemma":[0.9981286,0.000435549,0.0003613658,0.0005210568,0.0002723876,0.0002810775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001554734,0.0001830648,0.005450157,0.00002495267,0.0000434252,0.00004387816,0.9845349,0.000002826669,0.0008952839,0.004637608,0.003129316,0.0008990995],"study_design_scores_gemma":[0.001733146,0.0007571457,0.0003279035,0.0002182126,0.00007047425,0.000003809178,0.5089322,0.000008282427,0.003195277,0.01904711,0.4648232,0.0008832554],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3735698,0.0009176056,0.001306574,0.0593355,0.0009546863,0.00207394,0.0009113352,0.0003748346,0.5605556],"genre_scores_gemma":[0.9877528,0.00002635737,0.0005345339,0.0003825852,0.0001824206,0.0001122701,0.00000358653,0.00005271396,0.01095275],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6141829,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04132436547426474,"score_gpt":0.380034638374425,"score_spread":0.3387102729001603,"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."}}