{"id":"W3210034728","doi":"10.2139/ssrn.3954932","title":"Towards Efficient Information Sharing in Network Markets","year":2021,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"Joint Research Centre; European Commission","keywords":"Information sharing; Computer science; Business; World Wide Web","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001080098,0.00009341941,0.000116939,0.0001174759,0.0001059782,0.0009775726,0.000157245,0.00003980377,0.00007232751],"category_scores_gemma":[0.00005520391,0.00008926041,0.00006381109,0.0002785737,0.000007294278,0.003874629,0.0001268206,0.000541459,0.0001788215],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003549382,"about_ca_system_score_gemma":0.0003164233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005641341,"about_ca_topic_score_gemma":0.0006734103,"domain_scores_codex":[0.9982988,8.17718e-7,0.0002962661,0.00009417976,0.0001061793,0.001203806],"domain_scores_gemma":[0.9996877,0.000006047449,0.0001451005,0.00008907376,0.00006204997,0.00001005204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000474249,0.00003921539,0.007867794,0.00002384874,0.00003591491,0.000008351467,0.00002564567,0.01930601,0.000002567325,0.8783806,0.000302915,0.09395974],"study_design_scores_gemma":[0.001109518,0.00001264589,0.01606084,0.0000763785,0.00001830808,0.0001346373,0.002405374,0.03981693,0.000005832224,0.9107103,0.02931534,0.0003338779],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9311591,0.00025019,0.001188973,0.0002405184,0.0003673144,0.00004825813,1.962854e-7,0.00002089826,0.0667246],"genre_scores_gemma":[0.9982975,0.0001514483,0.00002565797,0.0006462105,0.0006679073,0.000001743006,0.00001653393,0.000008999435,0.0001840667],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09362586,"threshold_uncertainty_score":0.9426755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006412753212715621,"score_gpt":0.1824476169250366,"score_spread":0.1760348637123209,"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."}}