{"id":"W3161513602","doi":"10.31234/osf.io/yt9cm","title":"Using Icon Arrays to Communicate Gambling Information Reduces the Appeal of Scratch Card Games","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Decision-Making and Behavioral Economics","field":"Decision Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Icon; Appeal; Salience (neuroscience); Scratch; Computer science; Psychology; Perception; Feeling; Information seeking; Advertising; Internet privacy; Social psychology; Cognitive psychology; Information retrieval; Business; Political 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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003754759,0.0002890549,0.0007593903,0.0004107796,0.0002326439,0.0012683,0.003358667,0.0002394936,0.0001070313],"category_scores_gemma":[0.001753834,0.0001811013,0.0003404735,0.0005940123,0.0001551407,0.00054126,0.003462711,0.0006681025,0.000323089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009108205,"about_ca_system_score_gemma":0.0003111844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006244966,"about_ca_topic_score_gemma":0.00005217884,"domain_scores_codex":[0.9960451,0.0002657098,0.001877537,0.0004735273,0.001081731,0.0002564391],"domain_scores_gemma":[0.9951864,0.0009209891,0.001187314,0.001935117,0.0006156089,0.0001545014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001405793,0.00005803799,0.0007504333,0.00002901452,0.0000612836,0.000002080972,0.01014525,0.09207448,0.003117603,0.0008338483,0.01501978,0.8777676],"study_design_scores_gemma":[0.001087066,0.0003937955,0.00246717,0.001636292,0.0003783519,0.00002747698,0.06602784,0.3088796,0.03911366,0.4882345,0.08911872,0.002635556],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9621239,0.00006153014,0.02272907,0.005110341,0.001133902,0.0004890691,0.0000762047,0.00006224453,0.008213727],"genre_scores_gemma":[0.9778764,0.00003925028,0.02095239,0.0009273056,0.00009910815,0.00001130576,0.00001745361,0.00001461339,0.00006219844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.875132,"threshold_uncertainty_score":0.9997685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4778407643026252,"score_gpt":0.4782812633588952,"score_spread":0.0004404990562699718,"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."}}