{"id":"W4411722260","doi":"10.2196/preprints.79786","title":"Essays on Modelling Public-Private-Partnerships (PPP) for Indian Emergency Medical Services (Preprint)","year":2025,"lang":"en","type":"preprint","venue":"","topic":"Public-Private Partnership Projects","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Preprint; Business; Computer science; World Wide Web","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":[0.003182095,0.0008973347,0.000740434,0.000861808,0.001835529,0.005603675,0.001925442,0.003654198,0.02540558],"category_scores_gemma":[0.01540469,0.0005536226,0.001745618,0.001618308,0.003360855,0.005154779,0.003507136,0.003682728,0.002237825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00566096,"about_ca_system_score_gemma":0.003789819,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02120464,"about_ca_topic_score_gemma":0.01126534,"domain_scores_codex":[0.9986942,0.0007893614,0.0000684139,0.0001706443,0.0001742581,0.0001030358],"domain_scores_gemma":[0.9934444,0.00513716,0.0002972457,0.0003033264,0.00053109,0.0002867163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001752459,0.00004961327,0.0006827113,0.0001328981,0.00002601046,0.0002327361,0.000548335,0.05821022,0.00007381416,0.8831005,0.04145952,0.01546613],"study_design_scores_gemma":[0.00001564692,0.00002306461,0.0006111939,0.0003167314,0.00002664907,0.0001411205,0.0006680961,0.06830336,0.00006936333,0.8348771,0.0949048,0.0000428772],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02471218,0.0222762,0.3913603,0.1305685,0.007677853,0.0003280604,0.001733604,0.0005220111,0.4208214],"genre_scores_gemma":[0.7203889,0.02962126,0.1111528,0.006661909,0.006374444,0.0009862919,0.001188273,0.0005399197,0.1230863],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02540558,"threshold_uncertainty_score":0.08499014,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1010503982596244,"score_gpt":0.3065942938508837,"score_spread":0.2055438955912593,"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."}}