{"id":"W2973508091","doi":"","title":"The Causal Impact of Incentive Structure and Message Design on Product Diffusion: Evidence from Two Randomized Field Experiments","year":2017,"lang":"en","type":"dissertation","venue":"University of Minnesota Digital Conservancy (University of Minnesota)","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University; University of Southern California","keywords":"Incentive; Randomized experiment; Field (mathematics); Product (mathematics); Diffusion; Psychology; Economics; Mathematics; Physics; Microeconomics; Statistics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.04528572,0.000763762,0.001446614,0.0007409002,0.0011862,0.003468046,0.001905973,0.003200464,0.01759195],"category_scores_gemma":[0.2180711,0.001147642,0.001139702,0.0007040821,0.002279223,0.002870533,0.00160826,0.003768436,0.001882969],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001202486,"about_ca_system_score_gemma":0.001439676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002449596,"about_ca_topic_score_gemma":0.001960156,"domain_scores_codex":[0.9658703,0.02700406,0.001384587,0.002919707,0.001890762,0.0009305506],"domain_scores_gemma":[0.4609898,0.4825861,0.03439495,0.0144865,0.003004686,0.004538008],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.325082,0.1211949,0.1622187,0.004702524,0.006412849,0.0004720623,0.009816317,0.01260279,0.01620575,0.02968768,0.01313968,0.2984647],"study_design_scores_gemma":[0.07854356,0.1592111,0.5430904,0.002266648,0.01535,0.0005682762,0.00436066,0.06317411,0.0144437,0.09761556,0.02039714,0.0009789307],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9844421,0.0009759355,0.004211092,0.0009543216,0.000230245,0.001084714,0.0004918465,0.00004576547,0.007564018],"genre_scores_gemma":[0.9882948,0.0007457532,0.0044287,0.0005698606,0.0001575076,0.001229982,0.0003734715,0.00004604051,0.004153797],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04528572,"threshold_uncertainty_score":0.2394966,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02291643319096562,"score_gpt":0.2460841322739525,"score_spread":0.2231676990829868,"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."}}