{"id":"W4223972541","doi":"10.1155/2022/5048678","title":"Factors and Mechanism Affecting the Attractiveness of Public Transport: Macroscopic and Microscopic Perspectives","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Transportation Planning and Optimization","field":"Social Sciences","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Education of the People's Republic of China; National Natural Science Foundation of China","keywords":"Attractiveness; Public transport; Service (business); Business; Transport engineering; Structural equation modeling; Mechanism (biology); Key (lock); Public service; Economic geography; Environmental economics; Geography; Marketing; Computer science; Economics; Engineering; Political science; Psychology; Physics; Public relations","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009484628,0.0003984928,0.0004949534,0.001542306,0.0005122354,0.002241435,0.0003413087,0.0004435217,0.004971986],"category_scores_gemma":[0.002766791,0.0002873619,0.0006803066,0.001010746,0.001549064,0.00154982,0.001137776,0.000501095,0.0002606458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001169463,"about_ca_system_score_gemma":0.001346082,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009511913,"about_ca_topic_score_gemma":0.007807222,"domain_scores_codex":[0.9992568,0.0002424291,0.00003473417,0.0001120452,0.0002315959,0.0001223911],"domain_scores_gemma":[0.998425,0.0006541217,0.0003688155,0.00009497599,0.0003176772,0.0001393975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000273331,0.0005580516,0.7514869,0.0009028809,0.0005093078,0.001585554,0.003574128,0.04840612,0.01882686,0.105517,0.001680169,0.06667964],"study_design_scores_gemma":[0.00001904581,0.0002537892,0.9045865,0.0001134186,0.0003530874,0.0005294943,0.00748133,0.05147102,0.003345711,0.02617353,0.005546759,0.0001263662],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9512727,0.0006366507,0.02230359,0.0009906759,0.00002987642,0.0002004308,0.0002415534,0.00005726726,0.02426724],"genre_scores_gemma":[0.9981009,0.0001696792,0.001070465,0.00001245989,0.000007604618,0.00001511755,0.00002394469,0.000002820904,0.0005969947],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009511913,"threshold_uncertainty_score":0.01891309,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02315694591151095,"score_gpt":0.2978970070901477,"score_spread":0.2747400611786367,"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."}}