{"id":"W4386457055","doi":"10.1007/jhep09(2023)029","title":"Complexity, scaling, and a phase transition","year":2023,"lang":"en","type":"article","venue":"Journal of High Energy Physics","topic":"Black Holes and Theoretical Physics","field":"Physics and Astronomy","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; Winnipeg Institute for Theoretical Physics; Perimeter Institute; University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; Mitacs","keywords":"Scaling; Physics; Phase transition; Conjecture; Conformal map; RADIUS; Critical phenomena; Theoretical physics; Mathematical physics; Function (biology); Statistical physics; Quantum mechanics; Pure mathematics; Geometry; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003359685,0.0002134886,0.0002070138,0.001171955,0.0005310714,0.001115241,0.0002604744,0.000409186,0.00131652],"category_scores_gemma":[0.002006098,0.0001286966,0.0002332886,0.0003468637,0.002223602,0.001916333,0.000572411,0.0005612372,0.00005276271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007435041,"about_ca_system_score_gemma":0.0002686951,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006464617,"about_ca_topic_score_gemma":0.0004298794,"domain_scores_codex":[0.9998368,0.00004591034,0.000006366482,0.00002290351,0.00005963827,0.00002844755],"domain_scores_gemma":[0.9987913,0.0005642852,0.000289423,0.00009506113,0.0001063066,0.0001536519],"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":[0.00002885013,0.00003633758,0.002197741,0.00003771727,0.0000117884,0.0001573125,0.0003322295,0.01129188,0.006387636,0.9756285,0.0004438897,0.003446159],"study_design_scores_gemma":[0.00001870838,0.00006192268,0.004666339,0.0000153704,0.000007889842,0.0002004187,0.0001756775,0.1248266,0.001943714,0.8670461,0.001011799,0.00002560012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9725108,0.0004419624,0.01241656,0.0005410798,0.00002707791,0.00001614746,0.00003960172,0.00003758144,0.01396921],"genre_scores_gemma":[0.9983399,0.00005992041,0.0009976407,0.00001506402,0.00003007191,0.000006984009,0.00001100534,0.000004052293,0.0005353613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00131652,"threshold_uncertainty_score":0.005394578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01741417948851221,"score_gpt":0.2635645457693205,"score_spread":0.2461503662808083,"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."}}