{"id":"W4408696948","doi":"10.1109/itsc58415.2024.10920116","title":"UNET and UNETR Based Frameworks for Predicting the Short-Term Spatiotemporal Demand of E-Scooter Sharing Services","year":2024,"lang":"en","type":"article","venue":"","topic":"Sharing Economy and Platforms","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Term (time); Computer science; On demand; Multimedia","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":[0.0006282314,0.001103878,0.0007145324,0.0007721452,0.000313658,0.0009514785,0.001652732,0.001197677,0.002775318],"category_scores_gemma":[0.001980362,0.0004429304,0.0009103484,0.000840649,0.0003291336,0.001610141,0.00117403,0.001455134,0.0006202378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00113075,"about_ca_system_score_gemma":0.00135785,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0499301,"about_ca_topic_score_gemma":0.06041995,"domain_scores_codex":[0.9996927,0.00004397328,0.00002356276,0.0001146631,0.00004908442,0.00007600633],"domain_scores_gemma":[0.9995353,0.0001652708,0.0000480523,0.00004627023,0.0001648387,0.00004040529],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001979529,0.0003803991,0.01699172,0.00009048999,0.0001102066,0.0001895228,0.00005414283,0.8740191,0.001517818,0.002788022,0.006560899,0.09709972],"study_design_scores_gemma":[0.000002882495,0.00001360546,0.0006658277,0.00000394484,0.0000053232,0.000009798767,0.000009601446,0.9983503,0.0001223259,0.0005295936,0.0002832455,0.000003520787],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.513335,0.002560216,0.4541619,0.003047023,0.0004640831,0.0001596945,0.008068901,0.004043322,0.01415995],"genre_scores_gemma":[0.95171,0.0005132697,0.03575132,0.0004135513,0.00009440136,0.00009524307,0.006223815,0.00007770059,0.005120743],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0499301,"threshold_uncertainty_score":0.09927893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01806758816534984,"score_gpt":0.2371172273302581,"score_spread":0.2190496391649083,"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."}}