{"id":"W2808380318","doi":"10.1038/d41586-018-05374-9","title":"How the belief in beauty has triggered a crisis in physics","year":2018,"lang":"en","type":"article","venue":"Nature","topic":"Science Education and Perceptions","field":"Psychology","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Nexen (Canada)","funders":"","keywords":"Beauty; Physics; Epistemology; Theoretical physics; Philosophy","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002444418,0.00005886981,0.00006664675,0.00006970317,0.00009316168,0.00006099315,0.0002318005,0.000381106,0.001063477],"category_scores_gemma":[0.00007501642,0.00003997452,0.000029586,0.0007535186,0.0001256931,0.00007207563,0.00001317123,0.0009707894,0.000249057],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003508623,"about_ca_system_score_gemma":0.00005568659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001774402,"about_ca_topic_score_gemma":0.00155344,"domain_scores_codex":[0.9993715,0.00008064991,0.0000707869,0.0001815839,0.0001129312,0.0001825614],"domain_scores_gemma":[0.9995611,0.00005401847,0.0000261403,0.0002860609,0.00004352029,0.00002919241],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00003047688,0.0003962175,0.02133094,0.000002288674,0.000007857001,0.000002480913,0.08595068,0.000001296857,0.0004085909,0.01286156,0.8513064,0.0277012],"study_design_scores_gemma":[0.0004284746,0.00003598963,0.623704,0.000007188323,0.000003366167,0.000003511399,0.0127895,0.00002894348,0.00006571566,0.003608206,0.3592305,0.00009466478],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8159223,0.0004052469,0.00004530136,0.1597242,0.003404629,0.0002362343,0.00001250627,0.00003137148,0.02021815],"genre_scores_gemma":[0.9894665,0.000004844337,0.0001020374,0.005988969,0.0008006085,0.00002707757,0.000004529644,0.00000475904,0.003600681],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.602373,"threshold_uncertainty_score":0.9998497,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07107617862925285,"score_gpt":0.3885487237291012,"score_spread":0.3174725450998483,"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."}}