{"id":"W2912469154","doi":"10.1002/9781119046974.ch2","title":"The Mathematics of Facial Beauty","year":2019,"lang":"en","type":"other","venue":"","topic":"Evolutionary Psychology and Human Behavior","field":"Psychology","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institute of Mining, Metallurgy and Petroleum","funders":"","keywords":"Beauty; Harmony (color); Ideal (ethics); Mathematics; Golden ratio; Computer science; Aesthetics; Mathematics education; Artificial intelligence; Engineering drawing; Engineering; Art; Epistemology; Visual arts; Philosophy; 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":[0.0006261429,0.0003327803,0.0001755178,0.001053599,0.000847798,0.003235088,0.0003893887,0.0005095573,0.02030687],"category_scores_gemma":[0.002530991,0.0001695318,0.0002575228,0.0004548405,0.006180345,0.002876744,0.001640973,0.001372054,0.003877457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001626884,"about_ca_system_score_gemma":0.001007315,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001312144,"about_ca_topic_score_gemma":0.001330435,"domain_scores_codex":[0.9994811,0.0001390871,0.00002159745,0.00007395641,0.0002521981,0.00003209772],"domain_scores_gemma":[0.9995535,0.0001634722,0.00006058332,0.00006416019,0.0001177164,0.00004062537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001737845,0.00001203247,0.000347002,0.0000763242,0.000003651531,0.00005350357,0.0003584367,0.000561662,0.001019923,0.9189861,0.009557948,0.06900612],"study_design_scores_gemma":[0.000007998176,0.00004015678,0.001703212,0.0001317914,0.000005073508,0.0005567487,0.0003920574,0.001631478,0.001045769,0.772496,0.2219689,0.00002076184],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01308394,0.008530729,0.04223293,0.008377201,0.0007066026,0.0000360205,0.000113059,0.0001644632,0.9267551],"genre_scores_gemma":[0.5845359,0.02627891,0.06093658,0.002139319,0.001268116,0.0002313995,0.0001910615,0.0003302295,0.3240884],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02030687,"threshold_uncertainty_score":0.0679332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03757981410403416,"score_gpt":0.3501980260054242,"score_spread":0.3126182119013901,"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."}}