{"id":"W3121631214","doi":"","title":"Public Bikesharing in North America: Early Operator Understanding and Emerging Trends","year":2013,"lang":"en","type":"preprint","venue":"eScholarship (California Digital Library)","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public transport; Transport engineering; Position (finance); Business; Geography; Engineering; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003263679,0.0005057472,0.0006047148,0.0006777046,0.0005147113,0.007792699,0.001019048,0.0004277263,0.001091721],"category_scores_gemma":[0.000194874,0.0005053313,0.0002073895,0.001420538,0.000491372,0.00826895,0.0008121927,0.001526925,0.0001837372],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002612387,"about_ca_system_score_gemma":0.0003756964,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005905676,"about_ca_topic_score_gemma":0.001167791,"domain_scores_codex":[0.9964246,0.0001812456,0.0007430603,0.001072578,0.0006287366,0.0009498041],"domain_scores_gemma":[0.9984437,0.0001238405,0.0002745038,0.0004742418,0.00004570886,0.0006379625],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001451474,0.00008703837,0.9877638,0.00007339604,0.00003354702,0.00002745214,0.0009710572,0.000004459731,0.000001364705,0.001304004,0.0001700414,0.0095493],"study_design_scores_gemma":[0.0008130354,0.00005347116,0.8832406,0.0003852758,0.00004808094,6.582184e-7,0.002121968,0.0001704587,0.00001390627,0.03513535,0.07611485,0.001902325],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9603889,0.0005174357,0.0001024635,0.001763036,0.0002589982,0.0003855541,0.001368182,0.0004066172,0.03480879],"genre_scores_gemma":[0.9971972,0.0001097957,0.0002150032,0.0002064202,0.000283088,0.00006110557,0.0009240606,0.00008480007,0.0009185806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1045232,"threshold_uncertainty_score":0.9998214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05795953382498149,"score_gpt":0.2598851375581803,"score_spread":0.2019256037331988,"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."}}