{"id":"W3138969226","doi":"10.1080/16549716.2021.1893026","title":"Last mile research: a conceptual map","year":2021,"lang":"en","type":"article","venue":"Global Health Action","topic":"Health Policy Implementation Science","field":"Health Professions","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University","funders":"Queen's University","keywords":"Conceptualization; Mile; Last mile (transportation); Equity (law); Geography; Political science; Computer science","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":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004756931,0.0001226701,0.0002531394,0.00009671343,0.002575253,0.00002117336,0.0001874291,0.0001603254,0.002330549],"category_scores_gemma":[0.001784863,0.000127152,0.0000411278,0.00141616,0.000195239,0.0002883231,0.0001652061,0.0008508194,0.00594217],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003270337,"about_ca_system_score_gemma":0.01034159,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002813964,"about_ca_topic_score_gemma":0.009763894,"domain_scores_codex":[0.9916398,0.004302313,0.000896273,0.0004802963,0.0009793201,0.001701991],"domain_scores_gemma":[0.9964439,0.001089255,0.0002907031,0.0004201,0.0008922085,0.0008638303],"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":[0.00004910596,0.00005286097,0.01244164,0.0004459303,0.000005786437,0.000009539717,0.006218436,0.000003375246,0.0000954857,0.02318596,0.9356928,0.02179907],"study_design_scores_gemma":[0.0008377512,0.0001354227,0.03876408,0.0001137787,0.000001514235,0.00001037298,0.02578825,0.00003190359,0.00003706936,0.002749048,0.9314345,0.00009631051],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5204756,0.0008135229,0.004504144,0.387949,0.01557087,0.00411101,0.001224402,0.0007316346,0.06461987],"genre_scores_gemma":[0.8803609,0.0002647532,0.002451711,0.1095297,0.002161773,0.0004326068,0.000123137,0.00002449182,0.004650914],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3598853,"threshold_uncertainty_score":0.9987233,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.8959018536883693,"score_gpt":0.7941216605772834,"score_spread":0.1017801931110859,"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."}}