{"id":"W4313342514","doi":"10.1101/2022.12.30.22283580","title":"WITHDRAWN: Screening for Poverty And Related Social determinants to improve Knowledge of and links to resources (SPARK): development and cognitive testing of a tool for primary care","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Food Security and Health in Diverse Populations","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan; University of Manitoba; Manitoba Health; Memorial University of Newfoundland; University of Toronto; Saskatchewan Health; Dalhousie University","funders":"Canadian Institutes of Health Research","keywords":"Primary care; Poverty; Work (physics); Cognition; SPARK (programming language); Psychology; Medicine; Political science; Family medicine; Engineering; Computer science; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01560426,0.0008892819,0.001033807,0.001598319,0.001505002,0.002722851,0.001880168,0.002233377,0.103192],"category_scores_gemma":[0.09206217,0.0004725041,0.001720888,0.0008828073,0.0007447458,0.001647438,0.002144489,0.002007213,0.06037307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001431836,"about_ca_system_score_gemma":0.0051454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004963531,"about_ca_topic_score_gemma":0.007798429,"domain_scores_codex":[0.9925874,0.002490851,0.001179061,0.0004322698,0.002879565,0.0004308554],"domain_scores_gemma":[0.9661103,0.01515489,0.001524395,0.002775902,0.01257172,0.001862777],"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":[0.000752824,0.0003075385,0.01116788,0.0009140202,0.00007542774,0.0003404043,0.0008917505,0.00007677032,0.0004248834,0.001162951,0.8346934,0.1491922],"study_design_scores_gemma":[0.0016879,0.001216432,0.0790906,0.002286871,0.0002189697,0.001489143,0.001806632,0.0009244287,0.003409509,0.007138841,0.9004947,0.0002359774],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"dataset","genre_gemma":"empirical","genre_scores_codex":[0.1192325,0.004596417,0.05049069,0.1197193,0.04045476,0.02138283,0.4272163,0.0247551,0.1921521],"genre_scores_gemma":[0.2019098,0.004665873,0.1560306,0.03750927,0.008112661,0.03486397,0.2083682,0.01056615,0.3379737],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.103192,"threshold_uncertainty_score":0.3452116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1422045537405573,"score_gpt":0.4326659007209456,"score_spread":0.2904613469803884,"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."}}