{"id":"W7132882192","doi":"","title":"Marital status decisions and Canadian social assistance policy","year":2007,"lang":"","type":"dissertation","venue":"TSpace","topic":"Family Dynamics and Relationships","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Popularity; Marital status; Social policy; Social assistance; Survey data collection; Longitudinal data; General Social Survey; Social status","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"],"consensus_categories":[],"category_scores_codex":[0.0008120339,0.000407685,0.0004234285,0.000852935,0.00461446,0.0004316713,0.000313149,0.001266106,0.0002321349],"category_scores_gemma":[0.0009342943,0.0004617343,0.0001773912,0.001570315,0.0005577921,0.000163415,0.00003792647,0.0009443243,0.00008706871],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001249822,"about_ca_system_score_gemma":0.006178124,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7578806,"about_ca_topic_score_gemma":0.9722303,"domain_scores_codex":[0.9965309,0.0001991444,0.0004676205,0.0006203949,0.0007753409,0.001406586],"domain_scores_gemma":[0.9973879,0.0005229298,0.0003180305,0.0002113369,0.0003517294,0.00120804],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0001155721,0.0001215575,0.03997009,0.00007157309,0.0002128825,0.00008073945,0.4161242,0.00001908367,0.00004526672,0.4794969,0.006085586,0.05765657],"study_design_scores_gemma":[0.0003905926,0.00004075342,0.5608062,0.0001437225,0.0001085366,0.000001805193,0.2797043,0.0003096771,7.618697e-7,0.00456267,0.1531518,0.0007791923],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5260651,0.001640874,0.00008905907,0.003758295,0.001663542,0.0005231156,0.0001570797,0.00003747635,0.4660655],"genre_scores_gemma":[0.9039658,0.002780338,0.0005419514,0.0002437819,0.0008398301,0.00001147378,0.0004318686,0.00005306811,0.09113191],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5208361,"threshold_uncertainty_score":0.9997835,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03256816082542836,"score_gpt":0.4043963988889002,"score_spread":0.3718282380634719,"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."}}