{"id":"W3123680379","doi":"10.2139/ssrn.3468278","title":"The Supply and Demand Effects of Review Platforms","year":2019,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Digital Platforms and Economics","field":"Business, Management and Accounting","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Quest University Canada","funders":"","keywords":"Business; Computer science","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":[0.0009323257,0.00009416647,0.0001741506,0.0000409056,0.0001168874,0.0002339269,0.0001704363,0.00002547676,0.00001347507],"category_scores_gemma":[0.00005166725,0.00005477791,0.0000687511,0.00007740183,0.00002653871,0.001817169,0.00006296387,0.0003508479,0.00009184509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004925884,"about_ca_system_score_gemma":0.0000929413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001996248,"about_ca_topic_score_gemma":0.0001159572,"domain_scores_codex":[0.9988562,5.579188e-7,0.0002231975,0.00008654435,0.00008944113,0.0007440398],"domain_scores_gemma":[0.9995735,0.00005331464,0.0002224915,0.0001057208,0.00003610552,0.000008924725],"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":[0.00003469709,0.00001912449,0.01120173,0.00086206,0.0001086764,9.781025e-7,0.000006087638,0.000005100831,0.0000495068,0.9090989,0.0006287599,0.07798441],"study_design_scores_gemma":[0.0009158254,0.0001014713,0.002459767,0.0007054508,0.00008323021,0.00009702893,0.0004377181,0.000161177,0.00003514467,0.9631367,0.03165213,0.0002143972],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9669484,0.02745965,0.00004336327,0.0002453057,0.0001968657,0.0002023113,1.350064e-7,0.000008263107,0.004895628],"genre_scores_gemma":[0.9549022,0.04380277,0.000002986417,0.0005378706,0.0001844699,0.000001986626,0.000001796098,0.00001165286,0.0005542411],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07777002,"threshold_uncertainty_score":0.2255762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002822249508537104,"score_gpt":0.1721399095411542,"score_spread":0.1693176600326171,"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."}}