{"id":"W34653427","doi":"10.25300/misq/2014/38.2.03","title":"The Nature and Consequences of Trade-Off Transparency in the Context of Recommendation Agents1","year":2014,"lang":"en","type":"article","venue":"MIS Quarterly","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":222,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transparency (behavior); Context (archaeology); Outcome (game theory); Computer science; Interface (matter); Business; Microeconomics; Economics; Computer security; Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01005542,0.0006807263,0.0005292156,0.0008398787,0.00132168,0.004940526,0.0008869544,0.002046276,0.002918689],"category_scores_gemma":[0.05316679,0.000848683,0.0007098406,0.00062086,0.0028449,0.004343036,0.002599715,0.002024178,0.0002612658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00115714,"about_ca_system_score_gemma":0.0009099413,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001734223,"about_ca_topic_score_gemma":0.001674168,"domain_scores_codex":[0.9891502,0.007681995,0.0005095417,0.0009583003,0.001215572,0.0004843481],"domain_scores_gemma":[0.9116093,0.06875475,0.01123954,0.004879762,0.001964427,0.001552163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.003499451,0.004229485,0.3167231,0.002253931,0.001158591,0.003512915,0.03444135,0.08710323,0.1034343,0.1907199,0.002008321,0.2509154],"study_design_scores_gemma":[0.000564687,0.003891078,0.3624851,0.0005069628,0.0006663767,0.001193847,0.01268992,0.2922257,0.02902912,0.2830578,0.01321706,0.0004724917],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9241506,0.0006981195,0.05587012,0.001432809,0.00002615905,0.0001321025,0.00005137112,0.0001080734,0.01753058],"genre_scores_gemma":[0.9910567,0.00008269105,0.008468435,0.00005702008,0.000007702725,0.00002932185,0.00001213354,0.000006469659,0.0002794917],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01005542,"threshold_uncertainty_score":0.05317873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.016437506605487,"score_gpt":0.2440679892692836,"score_spread":0.2276304826637966,"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."}}