{"id":"W2301745598","doi":"","title":"Rewarded for unreliability: how the feedback of audiences advantages fast learners","year":2015,"lang":"en","type":"other","venue":"ResearchSpace (University of Auckland)","topic":"Experimental Behavioral Economics Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Advertising; Multimedia; Psychology; Mathematics education; Business","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":[0.00719102,0.0003639301,0.0004166404,0.0006580094,0.0008410933,0.002834512,0.0006189738,0.001482466,0.007435224],"category_scores_gemma":[0.06218444,0.0002614238,0.0003342454,0.0005004284,0.00243706,0.002459029,0.001527206,0.001422386,0.0004895332],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002195567,"about_ca_system_score_gemma":0.001069357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008473204,"about_ca_topic_score_gemma":0.00862826,"domain_scores_codex":[0.9967463,0.002070157,0.0001075266,0.0003828018,0.0003785439,0.0003146376],"domain_scores_gemma":[0.9408868,0.04313572,0.009034266,0.00315417,0.001955369,0.001833731],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002827548,0.001334797,0.4785308,0.0005710402,0.0003894675,0.001264616,0.01795399,0.07516071,0.0109225,0.1836801,0.004125515,0.2232389],"study_design_scores_gemma":[0.0006519766,0.002179949,0.4709513,0.0002884716,0.0004613175,0.0005205704,0.01484057,0.1681021,0.009214557,0.3179818,0.01450981,0.0002975586],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9546573,0.0002445258,0.01371618,0.002499354,0.00002122852,0.00007011717,0.00009327044,0.00006043106,0.02863747],"genre_scores_gemma":[0.9983284,0.00004540394,0.0007095297,0.00009086701,0.000007157652,0.00001186066,0.00001037393,0.000005071616,0.0007914741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008473204,"threshold_uncertainty_score":0.03803021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06344856284527556,"score_gpt":0.3403860926089073,"score_spread":0.2769375297636317,"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."}}