{"id":"W4384209638","doi":"10.1007/978-3-030-85040-1_68","title":"Correlation and Scaling","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of earth sciences series/Encyclopedia of earth sciences","topic":"Urban Design and Spatial Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Correlation; Scaling; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001387423,0.000692414,0.001144087,0.001172508,0.000494823,0.0001237159,0.0009483608,0.0004167974,0.0006555879],"category_scores_gemma":[0.000211782,0.0006233684,0.0002994565,0.001225472,0.003457917,0.001124374,0.0002266126,0.0004666611,0.0001119131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006164633,"about_ca_system_score_gemma":0.0003945523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001499146,"about_ca_topic_score_gemma":0.001227675,"domain_scores_codex":[0.995171,0.00005092176,0.0013913,0.0009840123,0.001663443,0.0007393833],"domain_scores_gemma":[0.9979448,0.000479281,0.0006295647,0.0004402448,0.0002177619,0.0002882912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002490058,0.0002848429,0.1190016,0.004421713,0.001507437,0.0002405239,0.01397384,0.2991281,0.001777874,0.4095354,0.01117887,0.1387008],"study_design_scores_gemma":[0.002028911,0.00556082,0.05586612,0.004609587,0.001680435,0.0001409972,0.002489591,0.1804928,0.00122392,0.09915008,0.6380801,0.008676667],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01425763,0.00267727,0.0005577456,0.0000998669,0.002013381,0.0004923789,0.0001130637,0.0002954522,0.9794932],"genre_scores_gemma":[0.06411526,0.103558,0.01486604,0.00006518625,0.001188652,0.00003904771,0.00007798536,0.0002230857,0.8158667],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6269012,"threshold_uncertainty_score":0.9996217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01776744101483024,"score_gpt":0.2133900105452812,"score_spread":0.195622569530451,"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."}}