{"id":"W2581160818","doi":"10.5194/nhess-17-1003-2017","title":"Public perceptions of a rip current hazard education program: “Break the Grip of the Rip!”","year":2017,"lang":"en","type":"article","venue":"Natural hazards and earth system sciences","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":61,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"","keywords":"Rip current; Signage; Hazard; Population; Geography; Current (fluid); Business; Advertising; Engineering; Environmental health; Medicine; 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":[0.0006311055,0.0001102095,0.0001652955,0.00005446036,0.001257683,0.0002910092,0.0007330338,0.0000365401,0.00004036523],"category_scores_gemma":[0.00008140992,0.00004957293,0.0000978451,0.0002260158,0.00105511,0.0003719789,0.0001005038,0.0001498003,0.000004928364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000289821,"about_ca_system_score_gemma":0.0003238277,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003372345,"about_ca_topic_score_gemma":0.01111787,"domain_scores_codex":[0.998798,0.00008398247,0.0002396841,0.000212608,0.0004451177,0.0002206374],"domain_scores_gemma":[0.9990937,0.00005211115,0.0003036065,0.0003331871,0.0001487222,0.00006867852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.000003839493,0.00001732196,0.2016067,0.0000727583,0.000004606702,7.421563e-8,0.0001199992,0.00001136211,0.00001132215,0.001928285,0.0000847828,0.7961389],"study_design_scores_gemma":[0.00008250277,0.00009396605,0.9626356,0.0001185551,0.00001617483,0.00002548559,0.001288442,0.03117622,0.000008491018,0.0002515233,0.004217837,0.00008519766],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9833776,0.001495329,0.000004523251,0.001320889,0.00197507,0.0004869803,0.00006390763,0.00001843451,0.0112573],"genre_scores_gemma":[0.9993081,0.00008159942,0.0001465745,0.00001575385,0.0001054021,0.00000572256,0.000008340049,0.000001228669,0.0003272585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7960537,"threshold_uncertainty_score":0.9673209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02319170835119076,"score_gpt":0.2685402724891257,"score_spread":0.2453485641379349,"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."}}