{"id":"W4238794506","doi":"10.32920/ryerson.14654721","title":"Networking care : immigrant women's access to childcare","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Research in Social Sciences","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Ingenuity; Immigration; Social capital; Sociology; Service (business); Qualitative research; Gender studies; Political science; Public relations; Economic growth; Business; Social science; Economics; Law; Marketing","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001885233,0.0002844785,0.0004787458,0.0001656547,0.001617723,0.004071532,0.003464571,0.0004394829,0.002203163],"category_scores_gemma":[0.0006875214,0.0002689844,0.0002315991,0.001421927,0.000480458,0.0004257167,0.004228788,0.0008216611,0.00004882735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001604622,"about_ca_system_score_gemma":0.00265476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06131653,"about_ca_topic_score_gemma":0.09693149,"domain_scores_codex":[0.9940866,0.0007281728,0.0003410687,0.001034608,0.002270986,0.00153862],"domain_scores_gemma":[0.9974614,0.0002168158,0.0001350625,0.0005792863,0.0006816491,0.0009258158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001201929,0.00004354252,0.0217273,0.0001211416,0.0000714098,0.00006666574,0.8170004,0.0006165081,0.00001034723,0.001482699,0.009235191,0.1496128],"study_design_scores_gemma":[0.00008473687,0.00003029069,0.008800428,0.0002979833,0.000009887592,2.165797e-7,0.5852054,0.000009817679,0.00004044674,0.001790621,0.4030544,0.0006757838],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.4206149,0.00229976,0.0002319516,0.01375819,0.00926057,0.002094788,0.000025939,0.00043066,0.5512832],"genre_scores_gemma":[0.9898422,0.001103686,0.000494428,0.001247421,0.004671589,0.0004107553,0.00002298293,0.00002551571,0.002181461],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5692272,"threshold_uncertainty_score":0.9999762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07420902613084748,"score_gpt":0.4379349844949539,"score_spread":0.3637259583641064,"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."}}