{"id":"W6907723800","doi":"10.25384/sage.c.4110956","title":"What would help low-income families?: Results from a North American survey of 2-1-1 helpline professionals","year":2018,"lang":"en","type":"other","venue":"Sage Journals Data","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Referral; Helpline; Resource (disambiguation); Affect (linguistics); Needs assessment; Service provider; Service (business); Health care; Community health","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","research_integrity","insufficient_payload"],"consensus_categories":["metaepi_narrow","insufficient_payload"],"category_scores_codex":[0.006006922,0.001329399,0.00296278,0.001552051,0.0001813991,0.0004414051,0.006734133,0.0009134659,0.01688374],"category_scores_gemma":[0.003819621,0.00110806,0.000243288,0.002809458,0.00105562,0.001367335,0.003866367,0.002479059,0.00889052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000197965,"about_ca_system_score_gemma":0.0009874632,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04047849,"about_ca_topic_score_gemma":0.2030141,"domain_scores_codex":[0.9883444,0.002493319,0.002915282,0.00217384,0.002843356,0.001229751],"domain_scores_gemma":[0.9801106,0.00130585,0.008250139,0.008837804,0.0007618572,0.0007336796],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001091734,0.0006614812,0.02660725,0.0001082693,0.001357331,0.0001339284,0.0002597286,0.000001693331,0.0002304406,3.40711e-8,0.9445332,0.02501493],"study_design_scores_gemma":[0.005051277,0.0003362895,0.6113013,0.06565143,0.0005722372,0.00002718242,0.001314989,0.0001695935,0.0001863306,0.0000232783,0.312925,0.002441108],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"other","genre_scores_codex":[0.03263252,0.0511497,0.0001721476,0.0004373412,0.004090325,0.001946687,0.9006754,0.0004716339,0.008424291],"genre_scores_gemma":[0.008345866,0.2166769,0.006343269,0.00113022,0.008497071,0.00006303925,0.1963293,0.007855998,0.5547584],"genre_candidate":"dataset","genre_consensus":null,"teacher_disagreement_score":0.7043461,"threshold_uncertainty_score":0.9999457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07413288005239532,"score_gpt":0.3628415373801943,"score_spread":0.288708657327799,"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."}}