{"id":"W7023681015","doi":"","title":"Ocean changes in the North Atlantic over the Late Holocene:
\\nA multi-proxy approach","year":2012,"lang":"en","type":"dissertation","venue":"ORCA Online Research @Cardiff (Cardiff University)","topic":"Advanced Harmonic Analysis Research","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council","keywords":"Ocean gyre; North Atlantic Deep Water; North Atlantic oscillation; Hydrography; Holocene; Thermohaline circulation; Water column; Shutdown of thermohaline circulation; Water mass","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004271874,0.0008815948,0.001429043,0.002306278,0.001149357,0.0002107955,0.00376164,0.0007424611,0.0001086476],"category_scores_gemma":[0.001592517,0.0006054964,0.0009187739,0.004848516,0.0006573226,0.0003785619,0.0009071039,0.005131606,0.00008101149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001003745,"about_ca_system_score_gemma":0.0007499316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001190659,"about_ca_topic_score_gemma":0.006526117,"domain_scores_codex":[0.9885553,0.003334116,0.0006043687,0.001195997,0.003796547,0.002513641],"domain_scores_gemma":[0.9936594,0.001987847,0.000405743,0.002506769,0.0009252747,0.0005149044],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.007927047,0.02782021,0.6310321,0.01764139,0.02515922,0.008125521,0.1028701,0.004848094,0.001384373,0.04983825,0.08657652,0.03677716],"study_design_scores_gemma":[0.01153381,0.0007317356,0.6463118,0.001426885,0.00398636,0.0001169622,0.1677464,0.02702854,0.0001636438,0.004239464,0.1313899,0.005324464],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982978,0.0009447951,0.0004066881,0.0005877299,0.0001692907,0.002877249,0.00035936,0.0001394885,0.01153734],"genre_scores_gemma":[0.9289345,0.004867124,0.0008975411,0.00005256975,0.0008163629,0.0000284599,0.004019798,0.0002799759,0.06010371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06487631,"threshold_uncertainty_score":0.9996396,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1142815558267827,"score_gpt":0.3776162724780197,"score_spread":0.263334716651237,"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."}}