{"id":"W6907917307","doi":"10.25384/sage.c.5291625.v1","title":"A New Methodological Approach to Study Household Structure From Census and Survey Data","year":2021,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Census; Representation (politics); Indigenous; Survey data collection; Data collection; Survey methodology; Yield (engineering); American Community Survey","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","open_science","insufficient_payload"],"consensus_categories":["open_science"],"category_scores_codex":[0.009057685,0.001049059,0.002218893,0.000501668,0.0001511033,0.001035142,0.009560273,0.0008061628,0.01763498],"category_scores_gemma":[0.006386506,0.0008284288,0.00006184744,0.0009009776,0.00007840255,0.0003322548,0.01722239,0.002246046,0.00007593655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006583794,"about_ca_system_score_gemma":0.0003387803,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02272461,"about_ca_topic_score_gemma":0.01816395,"domain_scores_codex":[0.9843442,0.008740885,0.0009776037,0.00357897,0.00153351,0.0008247847],"domain_scores_gemma":[0.9828628,0.001190394,0.0009721898,0.013831,0.00006508472,0.001078482],"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":[0.0001147737,0.0003977539,0.008096701,0.00002494769,0.001949393,0.00045963,0.0001593118,0.000003727647,0.0003098398,1.690481e-7,0.949017,0.03946676],"study_design_scores_gemma":[0.004513007,0.0001664192,0.3989906,0.00251054,0.00217545,0.0005475741,0.001042212,0.0001186969,0.00001090543,0.0002177254,0.5870849,0.002621969],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"methods","genre_scores_codex":[0.0006471285,0.1544454,0.01323611,0.00006301871,0.0006672636,0.001691636,0.8236893,0.0002707608,0.005289337],"genre_scores_gemma":[0.0007626638,0.01026901,0.7106335,0.000498558,0.00567714,0.00001078557,0.2264085,0.004203198,0.0415366],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.6973974,"threshold_uncertainty_score":0.999752,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.6319657342648672,"score_gpt":0.4501389061024593,"score_spread":0.181826828162408,"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."}}