{"id":"W2410565284","doi":"10.1038/srep19167","title":"Fractal density and singularity analysis of heat flow over ocean ridges","year":2016,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Geochemistry and Geologic Mapping","field":"Computer Science","cited_by":47,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Fractal; Singularity; Geology; Flow (mathematics); Heat flow; Statistical physics; Geometry; Mechanics; Meteorology; Physics; Mathematics; Mathematical analysis; Thermal","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":[0.0002856909,0.0002050134,0.0002501548,0.00137854,0.0002612025,0.000387002,0.0002918922,0.0002395783,0.0002566367],"category_scores_gemma":[0.001656057,0.0001747215,0.0004712743,0.0003320837,0.00057497,0.0004656097,0.0002556272,0.0002502731,0.0000327354],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00057215,"about_ca_system_score_gemma":0.000169351,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004036095,"about_ca_topic_score_gemma":0.0008941307,"domain_scores_codex":[0.9999324,0.00001837262,0.000003901557,0.00001549806,0.00001319311,0.00001650432],"domain_scores_gemma":[0.9993858,0.0002207465,0.0001537326,0.00004032607,0.0001208983,0.00007846841],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002017839,0.00006676818,0.07935014,0.0001219295,0.0001103959,0.0008611098,0.0005090027,0.7496319,0.03888784,0.1014454,0.001353031,0.02746081],"study_design_scores_gemma":[0.000004096747,0.00001282772,0.01425485,0.000004316238,0.000006484188,0.00005349482,0.00001927654,0.9767347,0.000652099,0.008107915,0.0001373943,0.00001249607],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9536968,0.0002565725,0.04478663,0.00008613089,0.00001201266,0.000009411444,0.0000926545,0.00008683788,0.0009727937],"genre_scores_gemma":[0.9981237,0.00006219966,0.001628309,0.000003542426,0.00001146963,0.000002804739,0.00003971329,0.000005950546,0.0001223166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004036095,"threshold_uncertainty_score":0.008025229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009349595666442336,"score_gpt":0.2187465942494142,"score_spread":0.2093969985829719,"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."}}