{"id":"W4405496117","doi":"10.32866/001c.127106","title":"The Negative Impact of Parking Lots on Walkability","year":2024,"lang":"en","type":"article","venue":"Findings","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Mitacs","keywords":"Walkability; Transport engineering; Business; Environmental health; Built environment; Engineering; Civil engineering; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000885806,0.00006313455,0.00008678731,0.0000250259,0.000361605,0.0001002367,0.0001991097,0.00004655869,0.0002276204],"category_scores_gemma":[0.0002295282,0.00003699298,0.0001470167,0.0003086382,0.0003226965,0.0001499272,0.00001089931,0.0001324998,0.00002375458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001394559,"about_ca_system_score_gemma":0.0001589229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003473025,"about_ca_topic_score_gemma":0.001242834,"domain_scores_codex":[0.999209,0.00005877309,0.0001412082,0.0001629714,0.0002302428,0.0001978319],"domain_scores_gemma":[0.9991958,0.000570274,0.00002897796,0.0001241921,0.00003519666,0.00004556966],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000632384,0.00005619826,0.9314726,0.0000347958,0.0000612458,0.000004623739,0.0355906,0.000004525392,0.0002710464,0.01419498,0.002543584,0.01570253],"study_design_scores_gemma":[0.00005299701,0.00005963761,0.9727179,0.00006402755,0.00001119676,3.666903e-8,0.0006542788,0.0000285746,0.0007840187,0.01824819,0.007303506,0.00007566493],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781319,0.0001152331,0.000009359542,0.0004969949,0.0002574322,0.0001301771,0.00001402014,0.00005372351,0.0207911],"genre_scores_gemma":[0.9990843,0.00001325487,0.000009228927,0.00001063029,0.00009955779,0.000004263831,0.000001184019,0.00000450159,0.0007730631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04124524,"threshold_uncertainty_score":0.5250198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02621059617956073,"score_gpt":0.3595055077741476,"score_spread":0.3332949115945869,"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."}}