{"id":"W6945117368","doi":"10.24433/co.7701892.v2","title":"SWIM - An instructional numerical model for the westward intensification of the wind-driven ocean circulation","year":2022,"lang":"en","type":"other","venue":"Code Ocean","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université du Québec à Rimouski","funders":"","keywords":"Ocean current; Circulation (fluid dynamics); Waves and shallow water; Code (set theory); Numerical models; Numerical modeling","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"],"consensus_categories":[],"category_scores_codex":[0.0003714038,0.0003680843,0.0003827159,0.0002305784,0.000310602,0.00003424514,0.001032271,0.0002444978,0.0007857264],"category_scores_gemma":[0.000197437,0.0002602514,0.0003066624,0.0003619013,0.0003208446,0.0001127473,0.0001943818,0.0004738525,0.00004689565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003535645,"about_ca_system_score_gemma":0.0003058368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006264642,"about_ca_topic_score_gemma":0.00006403125,"domain_scores_codex":[0.9976445,0.0002081699,0.000466903,0.0006090063,0.0007796329,0.0002917152],"domain_scores_gemma":[0.9973744,0.0001118504,0.0008794615,0.001323637,0.0002320322,0.0000786491],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002283199,0.000312885,0.01123404,0.00013317,0.000486251,6.400716e-7,0.001230125,0.2832631,0.0004958427,0.0292935,0.6708892,0.002432941],"study_design_scores_gemma":[0.0006130107,0.00004268244,0.01187952,0.00004921815,0.0002938616,0.00002177884,0.0002725647,0.8496466,0.00001464716,0.001708575,0.1350835,0.0003740835],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1336973,0.004135062,0.3882073,0.01542873,0.02168296,0.05183711,0.08445649,0.009857588,0.2906975],"genre_scores_gemma":[0.9605302,0.000016801,0.002905757,0.000264541,0.0007712079,0.00004051073,0.002049787,0.001792843,0.03162834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8268329,"threshold_uncertainty_score":0.999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04567389303846264,"score_gpt":0.2784765122484738,"score_spread":0.2328026192100112,"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."}}