{"id":"W4384209670","doi":"10.1007/978-3-030-85040-1_102","title":"Entropy","year":2023,"lang":"en","type":"book-chapter","venue":"Encyclopedia of earth sciences series/Encyclopedia of earth sciences","topic":"Geological Modeling and Analysis","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Mathematics","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":[0.00092825,0.0006688891,0.0005694908,0.002227758,0.0006252019,0.001951655,0.0007840866,0.0005270193,0.08667336],"category_scores_gemma":[0.009076537,0.0002222054,0.0004744977,0.001512191,0.0007961054,0.00286352,0.00153705,0.0009145186,0.01913291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007541138,"about_ca_system_score_gemma":0.000806663,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009196155,"about_ca_topic_score_gemma":0.0006921184,"domain_scores_codex":[0.9989908,0.0001822639,0.00004600042,0.0002683415,0.0004293462,0.00008328559],"domain_scores_gemma":[0.9983184,0.0006774843,0.00009611635,0.000485565,0.000340101,0.00008225651],"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":[0.00009696468,0.00004394548,0.001909983,0.0002099923,0.00006245733,0.00007146537,0.00006996984,0.02322605,0.001286808,0.6466268,0.1044373,0.2219583],"study_design_scores_gemma":[0.0000254246,0.00004146036,0.002054265,0.00006549426,0.00002723025,0.0002469991,0.00004417133,0.06973579,0.003017625,0.8161924,0.1085208,0.00002833119],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.02111346,0.002807387,0.3979285,0.002835187,0.001505673,0.0002583515,0.01192314,0.003140812,0.5584874],"genre_scores_gemma":[0.586212,0.003279105,0.07292769,0.00130407,0.002185642,0.0005490692,0.01902804,0.001699514,0.3128149],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.08667336,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624591616405102,"score_gpt":0.2286305266110666,"score_spread":0.2023846104470156,"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."}}