{"id":"W4390381648","doi":"10.1016/j.jort.2023.100711","title":"How ocean beach recreational quality fits with safety issues? An analysis of risky behaviours in France","year":2023,"lang":"en","type":"article","venue":"Journal of Outdoor Recreation and Tourism","topic":"Injury Epidemiology and Prevention","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Conseil Régional Aquitaine; Rangeland Research Institute, University of Alberta; Université de Bordeaux","keywords":"Recreation; Quality (philosophy); Geography; Water safety; Marketing; Psychology; Environmental resource management; Fishery; Advertising; Ecology; Business; Water quality; Economics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002399846,0.0001041042,0.0005960095,0.000637683,0.00005571207,0.00001138036,0.00005283927,0.0001385232,0.00006552076],"category_scores_gemma":[0.0003585307,0.00007853191,0.0001399133,0.0006900686,0.00006495089,0.0002500579,0.000007878947,0.000266608,5.522782e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003833061,"about_ca_system_score_gemma":0.00006408997,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001437179,"about_ca_topic_score_gemma":0.00005103021,"domain_scores_codex":[0.9984704,0.0003764463,0.0006073132,0.0001468582,0.000275032,0.000124007],"domain_scores_gemma":[0.9986249,0.0001851675,0.0006569136,0.0001372536,0.0002842935,0.0001114634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009017691,0.0001511855,0.9901022,0.00002815158,0.0004068105,0.00003752694,0.0006264872,0.0003268205,0.0002164045,0.0003296622,0.0006166003,0.006256351],"study_design_scores_gemma":[0.001276897,0.0005250173,0.9945809,0.0001544178,0.0008047682,0.00003159889,0.0003957801,0.0006797072,0.0002298067,0.0003449395,0.0008987641,0.00007744316],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939721,0.0003700591,0.0007611939,0.004482538,0.00006330857,0.0001345904,0.00002907355,0.00001113971,0.0001760577],"genre_scores_gemma":[0.9931739,0.0006388386,0.002274087,0.00008750013,0.0001382053,0.000001488927,0.0003073007,0.000008534509,0.003370176],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006178909,"threshold_uncertainty_score":0.3202439,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03508367286376134,"score_gpt":0.3724989300579192,"score_spread":0.3374152571941579,"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."}}