{"id":"W4401457558","doi":"10.1155/2024/4166852","title":"Unlocking the Maze: Exploring Nested Ecosystem of Mobility as a Service through Systematic Literature Review","year":2024,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Transportation and Mobility Innovations","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Charles Darwin University; University of Wollongong","keywords":"Service (business); Ecosystem; Computer science; Environmental science; Business; Ecology; Biology; Marketing","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":[0.03718327,0.001186613,0.002988245,0.03081622,0.001121672,0.005226937,0.001701378,0.001629154,0.002883337],"category_scores_gemma":[0.1138486,0.0008299106,0.003500324,0.01977504,0.001696798,0.007487456,0.003383212,0.001267246,0.0003656211],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004972028,"about_ca_system_score_gemma":0.03471524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00856995,"about_ca_topic_score_gemma":0.02926035,"domain_scores_codex":[0.9755304,0.01185449,0.007071225,0.00148423,0.003514995,0.0005444504],"domain_scores_gemma":[0.8943389,0.08138923,0.01020031,0.002687239,0.01062652,0.0007578199],"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":[0.0001492574,0.00006583766,0.009981597,0.7736709,0.006791804,0.0007859269,0.01131566,0.0006407777,0.0006755858,0.01425381,0.005310165,0.1763587],"study_design_scores_gemma":[0.00006100136,0.000188606,0.006497038,0.8864871,0.01745409,0.0006886689,0.01584476,0.0006402126,0.0003987786,0.007730145,0.06392121,0.00008836408],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.019546,0.9528238,0.0102436,0.005495478,0.0005048701,0.004572795,0.002803464,0.00006093629,0.00394908],"genre_scores_gemma":[0.1811046,0.7748093,0.03025793,0.00341209,0.0001942933,0.007435196,0.002040937,0.00003825807,0.0007074157],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.03718327,"threshold_uncertainty_score":0.1966463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02145743897472795,"score_gpt":0.2673217872398316,"score_spread":0.2458643482651036,"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."}}