{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001209794,0.00009303376,0.0002170447,0.0001419254,0.0001831373,0.0001353231,0.0001998532,0.00005621524,0.000068972],"category_scores_gemma":[0.0003479705,0.00006359666,0.0001058357,0.0007103398,0.0002682734,0.0002566723,0.0002865865,0.00004494852,0.000001682873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001478046,"about_ca_system_score_gemma":0.00004886129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002888185,"about_ca_topic_score_gemma":0.00001246885,"domain_scores_codex":[0.9984511,0.00003300677,0.0002918665,0.0006826923,0.0003383252,0.0002030269],"domain_scores_gemma":[0.9985319,0.00006118666,0.0001513666,0.0009593621,0.0002014498,0.00009468812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000006612275,0.0001572172,0.8261341,0.00004825707,0.000342599,0.0006509596,0.001017926,0.0004486299,0.1504768,0.0009807817,0.008949257,0.01078678],"study_design_scores_gemma":[0.0002686625,0.00004098934,0.5533111,0.00008540429,0.0002462139,0.0003876545,0.00004541949,0.05804855,0.2984704,0.06519313,0.02331772,0.0005847198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9557769,0.0000340984,0.04155666,0.0007382511,0.0009113374,0.00004730612,0.000001643907,0.00004611942,0.0008876503],"genre_scores_gemma":[0.9957797,0.000001270981,0.00268742,0.00002138036,0.00001496881,4.511134e-7,0.000004818337,8.81901e-7,0.001489088],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.272823,"threshold_uncertainty_score":0.2593397,"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."}}