{"id":"W4220927912","doi":"10.1155/2022/5218254","title":"Hotspots Identification and Classification of Dockless Bicycle Sharing Service under Electric Fence Circumstances","year":2022,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Smart Parking Systems Research","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Transport engineering; Identification (biology); Service (business); Computer science; Business; Engineering","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":[0.0003717108,0.0003417313,0.0003255013,0.00282848,0.0003400288,0.0007033803,0.0004983022,0.0003085554,0.001159785],"category_scores_gemma":[0.0007676281,0.0001310683,0.0003337742,0.001701161,0.0002705202,0.0005450932,0.0006785661,0.0001522614,0.0002354171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005921185,"about_ca_system_score_gemma":0.0004787716,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01934391,"about_ca_topic_score_gemma":0.0223063,"domain_scores_codex":[0.9996271,0.00004370763,0.00004255668,0.00009005961,0.00008141315,0.000115129],"domain_scores_gemma":[0.9993595,0.0001027051,0.0001666294,0.00005749022,0.0002097559,0.0001038111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004183273,0.0000740058,0.9330514,0.0001239378,0.00007542745,0.001306431,0.001288206,0.01770309,0.008080131,0.000727311,0.001345852,0.03580572],"study_design_scores_gemma":[0.000009429225,0.0001229187,0.8913364,0.00002883863,0.00006644765,0.0005088903,0.005852138,0.09634136,0.003601277,0.0005113768,0.001583592,0.00003735225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9969329,0.00005854453,0.001619509,0.0000176885,0.000004209987,0.00003085421,0.0004503863,0.00004791279,0.0008380876],"genre_scores_gemma":[0.9981259,0.00002979573,0.0009152772,0.00000311225,0.00000257674,0.00001189205,0.0005756193,0.000002980299,0.0003328602],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01934391,"threshold_uncertainty_score":0.03846264,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02106821634592208,"score_gpt":0.2753798089345665,"score_spread":0.2543115925886444,"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."}}