{"id":"W4323041154","doi":"10.1155/2023/9786689","title":"Product Line Optimization for Car-Sharing Platforms in the Sustainable Transportation","year":2023,"lang":"en","type":"article","venue":"Journal of Advanced Transportation","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Shenyang Aerospace University; National Natural Science Foundation of China","keywords":"Valuation (finance); Sharing economy; Profit (economics); Business; Product line; Profit sharing; Profit maximization; Industrial organization; Product (mathematics); Quality (philosophy); Computer science; Marketing; Microeconomics; Economics; Manufacturing engineering; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005335206,0.0001007276,0.0001599818,0.0003020575,0.00008741044,0.0001727703,0.0001524322,0.00003157367,0.000009310923],"category_scores_gemma":[0.00004774542,0.00007521264,0.00009276639,0.0005414815,0.00001073051,0.007167229,0.000001232943,0.00009391419,0.000002982192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003419955,"about_ca_system_score_gemma":0.00002210316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002893201,"about_ca_topic_score_gemma":0.0002639685,"domain_scores_codex":[0.9989817,3.144416e-7,0.0005434659,0.0001221264,0.0001459821,0.0002064203],"domain_scores_gemma":[0.9992211,0.00003219086,0.0004267435,0.00007700922,0.000235092,0.00000782274],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.000209123,0.0000370079,0.002310609,0.0002298347,0.00001055617,0.00001917241,0.0006316215,0.9753522,0.00005843909,0.01843306,0.00008849117,0.002619863],"study_design_scores_gemma":[0.0119063,0.0004325953,0.4035386,0.0005183007,0.0003965734,0.00001083716,0.08359271,0.1365208,0.0005801413,0.3354141,0.02589488,0.001194262],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9938521,0.00002338233,0.005031126,0.0002714807,0.0002428506,0.0004046849,0.000005357817,0.00002422593,0.0001447925],"genre_scores_gemma":[0.997797,0.00003670068,0.0009903425,0.0001547999,0.000386659,0.00002269201,0.0005295827,0.00001909469,0.00006309292],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8388314,"threshold_uncertainty_score":0.5196068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01726823650690656,"score_gpt":0.232112020778604,"score_spread":0.2148437842716975,"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."}}