{"id":"W4415076133","doi":"10.1016/j.actpsy.2025.105741","title":"Designing resilient cities: Greenery, rectilinearity, and sociality as key factors in aesthetic preferences","year":2025,"lang":"en","type":"article","venue":"Acta Psychologica","topic":"Aesthetic Perception and Analysis","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health","funders":"Agence Nationale de la Recherche","keywords":"Sociality; Preference; Key (lock); Semantics (computer science); Human factors and ergonomics","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":[0.0009997921,0.0002002295,0.0001046497,0.0004092622,0.0003925882,0.001251595,0.0001485743,0.000219617,0.002661359],"category_scores_gemma":[0.002778961,0.0001030504,0.0002009545,0.0002649101,0.001065477,0.0006466047,0.0007474525,0.0002698242,0.0001926473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003208276,"about_ca_system_score_gemma":0.0002280546,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009468126,"about_ca_topic_score_gemma":0.003183353,"domain_scores_codex":[0.9996223,0.0001945941,0.00001445469,0.0000441459,0.00009235388,0.00003217342],"domain_scores_gemma":[0.9992637,0.0003304752,0.0001814245,0.00007770726,0.00009024744,0.00005633479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001081215,0.0004919285,0.4988909,0.0005445012,0.0001482045,0.001023379,0.06308529,0.002704472,0.09180638,0.009094983,0.001621567,0.3295072],"study_design_scores_gemma":[0.00001427887,0.0003610873,0.9390734,0.00007177596,0.00007213843,0.0006146761,0.03624371,0.002139479,0.008977371,0.007056728,0.005312706,0.00006247206],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933895,0.00006918935,0.001950812,0.00008035035,0.000004920643,0.00001051169,0.00001274673,0.000007532881,0.004474487],"genre_scores_gemma":[0.9978479,0.00005945224,0.001609849,0.00001422296,0.00000199079,0.000005941769,0.00001266306,0.00000514103,0.0004427629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002661359,"threshold_uncertainty_score":0.008903086,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07884952673179359,"score_gpt":0.3549830275094139,"score_spread":0.2761335007776203,"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."}}