{"id":"W4387059412","doi":"10.1177/00139165231201611","title":"Contributions and Limitations Walk Score <sup>®</sup> in the Context of Walkability: A Scoping Review","year":2023,"lang":"en","type":"review","venue":"Environment and Behavior","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Alberta","funders":"","keywords":"Walkability; Operationalization; Conceptualization; Metric (unit); Context (archaeology); Scope (computer science); Construct (python library); Psychology; Built environment; Applied psychology; Computer science; Engineering; Geography; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02932979,0.001767684,0.004292686,0.01439366,0.001811195,0.006922724,0.0023,0.003825356,0.007713718],"category_scores_gemma":[0.1555003,0.001102767,0.003680426,0.01438749,0.002551683,0.00735885,0.005046942,0.003696202,0.001338874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0037615,"about_ca_system_score_gemma":0.03222316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006557983,"about_ca_topic_score_gemma":0.0145683,"domain_scores_codex":[0.9793869,0.006128693,0.007512528,0.00143321,0.005066516,0.0004721868],"domain_scores_gemma":[0.8683065,0.1025412,0.0107154,0.002532884,0.01474052,0.001163632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00008112472,0.00004010886,0.0007965033,0.6885814,0.001181162,0.000220528,0.002079795,0.0002475196,0.0002911953,0.009282028,0.02127615,0.2759225],"study_design_scores_gemma":[0.00001763324,0.00003229084,0.0009706597,0.8125833,0.003177053,0.0004460492,0.0008421404,0.00007079775,0.0001107708,0.005590334,0.176126,0.00003307611],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002632877,0.9921867,0.000486285,0.003532812,0.001762111,0.0002085298,0.000224383,0.00001019504,0.001325703],"genre_scores_gemma":[0.003150975,0.9909304,0.001396125,0.00234361,0.0009362494,0.0006142905,0.0002144978,0.0000111215,0.0004028133],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.02932979,"threshold_uncertainty_score":0.1551126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1364272857680454,"score_gpt":0.3808190637309153,"score_spread":0.2443917779628699,"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."}}