{"id":"W4415908485","doi":"10.3390/smartcities8060185","title":"Pedal Power: Operational Models, Opportunities, and Obstacles of Bike Lending in North America","year":2025,"lang":"en","type":"article","venue":"Smart Cities","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Department of Transportation","keywords":"Interactive kiosk; Service (business); Identification (biology); Focus group; Cycling; Bike sharing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001561551,0.0002763949,0.000374237,0.003167912,0.006052488,0.006200511,0.001883344,0.0008745756,0.003503915],"category_scores_gemma":[0.005434338,0.0004269905,0.0003449821,0.005637464,0.004873824,0.003650934,0.005094622,0.001208314,0.0002305085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01497949,"about_ca_system_score_gemma":0.01628321,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5737321,"about_ca_topic_score_gemma":0.7556522,"domain_scores_codex":[0.9982525,0.0004457675,0.00008580829,0.0002634711,0.0004083148,0.0005442349],"domain_scores_gemma":[0.9969509,0.0007536443,0.0004840788,0.0001112054,0.0009800633,0.0007200719],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001849563,0.0005999677,0.5022748,0.0007588365,0.00007699962,0.001465459,0.3177376,0.000956318,0.0008339165,0.01883238,0.007792682,0.1484861],"study_design_scores_gemma":[0.00000650081,0.00006210578,0.3011777,0.0004322082,0.00003436159,0.0002075572,0.6668777,0.001039785,0.0001235586,0.002229965,0.02776735,0.00004113336],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9578548,0.002230334,0.0009379526,0.003223359,0.00004506735,0.00007785774,0.0002214908,0.00003978701,0.03536935],"genre_scores_gemma":[0.9963644,0.001463749,0.000438256,0.000166468,0.000007360176,0.0000382091,0.00008660386,0.000008452126,0.001426475],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5737321,"threshold_uncertainty_score":0.8575565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05274655037856301,"score_gpt":0.2906978719628328,"score_spread":0.2379513215842698,"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."}}