{"id":"W6958316224","doi":"10.6084/m9.figshare.14988385","title":"Comparing Household and Individual Measures of Access through a Food Environment Lens: What Household Food Opportunities Are Missed When Measuring Access to Food Retail at the Individual Level?","year":2021,"lang":"en","type":"article","venue":"Figshare","topic":"Urban and Freight Transport Logistics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Physical access; Healthy food; Household income; Food insecurity; Public access; Data collection","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001534864,0.000494747,0.000606631,0.0001171599,0.0002498683,0.0008298659,0.001058456,0.0002165161,0.002146421],"category_scores_gemma":[0.0001251324,0.0004481998,0.0001479167,0.0001968875,0.00005979081,0.001295356,0.0007978355,0.0004218791,0.000009815271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001062568,"about_ca_system_score_gemma":0.00007091038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007839674,"about_ca_topic_score_gemma":0.0006420527,"domain_scores_codex":[0.9973565,0.00007549617,0.0005823161,0.0005104869,0.0009004095,0.0005747447],"domain_scores_gemma":[0.9986755,0.0001854253,0.0001772543,0.0006871135,0.00008271199,0.0001920169],"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":[0.0003311503,0.001091932,0.1120934,0.01322478,0.01235117,0.0007886192,0.04559946,0.186417,0.00134503,0.0005810496,0.608814,0.01736242],"study_design_scores_gemma":[0.005414041,0.001082419,0.5390275,0.01440045,0.001460227,0.0001988867,0.008882347,0.0004781049,0.1784554,0.000567311,0.2454989,0.004534496],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5593299,0.03730885,0.000417361,0.0005919923,0.0003918372,0.001412818,0.3982637,0.0006663639,0.00161719],"genre_scores_gemma":[0.9895172,0.0005138753,0.0001573668,0.0005041624,0.0001197267,0.0001980492,0.008818067,0.000131413,0.00004021743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4301872,"threshold_uncertainty_score":0.999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8901100793936428,"score_gpt":0.2572166318582064,"score_spread":0.6328934475354364,"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."}}