{"id":"W2791859770","doi":"10.36366/frontiers.v28i1.379","title":"Case Study of Rip Current Knowledge amongst Students Participating in a Study Abroad Program","year":2016,"lang":"en","type":"article","venue":"Frontiers The Interdisciplinary Journal of Study Abroad","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Study abroad; Rip current; Medical education; Psychology; Summer vacation; Pedagogy; Medicine; Political science; Shore; Fishery","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":[0.006128124,0.0003776801,0.001296633,0.0005250522,0.0003497533,0.00002479412,0.0006462617,0.00009221853,0.00005442344],"category_scores_gemma":[0.0003077138,0.0001999988,0.0003186182,0.0004889104,0.0002150253,0.0002971579,0.0009131882,0.000886396,0.000007806578],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002502073,"about_ca_system_score_gemma":0.0001041219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008339629,"about_ca_topic_score_gemma":0.0005922189,"domain_scores_codex":[0.9938391,0.002217179,0.002367628,0.0004225107,0.0006535114,0.000500022],"domain_scores_gemma":[0.9971504,0.0003196262,0.001308134,0.0006228292,0.0004116815,0.0001873946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00265861,0.05152821,0.7894481,0.00003961492,0.001154574,0.002800568,0.08768212,0.000009720406,0.00001953501,4.333525e-7,0.003719419,0.06093914],"study_design_scores_gemma":[0.01126013,0.03698402,0.7157558,0.0006988713,0.001183312,0.001100179,0.2325189,0.00006433458,0.00001441412,0.0001333975,0.00009258313,0.00019398],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918423,0.001225132,0.0002234987,0.0001962321,0.002005466,0.004329101,0.000004322145,0.00002427698,0.0001496855],"genre_scores_gemma":[0.9987653,0.00002617552,0.0001272789,0.000006811626,0.0002836346,0.0004510317,6.732491e-7,0.00003216291,0.000306948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1448368,"threshold_uncertainty_score":0.8155714,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04365421336209896,"score_gpt":0.4538035193080729,"score_spread":0.410149305945974,"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."}}