{"id":"W4408417069","doi":"10.54254/2754-1169/2025.21510","title":"Which Photographic Features of Product Images Impact Consumer Attractiveness?","year":2025,"lang":"en","type":"article","venue":"Advances in Economics Management and Political Sciences","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Attractiveness; Product (mathematics); Computer science; Art; Computer graphics (images); Computer vision; Aesthetics; Mathematics; Geometry","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":[0.0008263454,0.0001782885,0.0002516005,0.0006278187,0.0002265089,0.001479535,0.0001458524,0.0004291506,0.005783226],"category_scores_gemma":[0.007764216,0.0001745452,0.0004696509,0.0004672058,0.0003263356,0.001129456,0.0003158275,0.0004212648,0.0007438787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002826284,"about_ca_system_score_gemma":0.000230244,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002973268,"about_ca_topic_score_gemma":0.003983446,"domain_scores_codex":[0.9995742,0.0001898628,0.00002675508,0.00006434015,0.00009964408,0.00004517842],"domain_scores_gemma":[0.9961933,0.00229364,0.0006998791,0.0001598254,0.0004604035,0.0001929711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008625244,0.0002773161,0.891203,0.0004715027,0.0001664291,0.0003235404,0.001720566,0.0005150958,0.006753311,0.001008864,0.001492504,0.09520537],"study_design_scores_gemma":[0.000009100037,0.0001622527,0.9935237,0.00004340126,0.00007231947,0.0002807017,0.001840522,0.001142926,0.001103642,0.0003869798,0.001420119,0.0000143253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9895074,0.000575993,0.0009670662,0.0004010274,0.00002835537,0.00005946339,0.0002493533,0.00001295552,0.008198426],"genre_scores_gemma":[0.9975882,0.0002767628,0.0008185277,0.00004995497,0.00001793027,0.00001474201,0.0001030153,0.00000597276,0.001124863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005783226,"threshold_uncertainty_score":0.01934683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01402023337359377,"score_gpt":0.2995272103163927,"score_spread":0.285506976942799,"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."}}