{"id":"W4406919340","doi":"10.22214/ijraset.2025.66618","title":"A Survey on Recreational Suitability Assessment and Information System for Indian Beaches","year":2025,"lang":"en","type":"article","venue":"International Journal for Research in Applied Science and Engineering Technology","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Recreation; Geography; Environmental resource management; Environmental planning; Environmental science; Biology; Ecology","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":[0.004062388,0.00005574802,0.00006919423,0.0008377894,0.0001895854,0.0001436653,0.0003359033,0.00003831366,0.000002818163],"category_scores_gemma":[0.0003824971,0.00004970856,0.000009339306,0.000552222,0.0002361085,0.0002209236,0.0007402922,0.0001891407,0.000001164333],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007300985,"about_ca_system_score_gemma":0.00006604425,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006387661,"about_ca_topic_score_gemma":0.0000439817,"domain_scores_codex":[0.9990222,0.000008227771,0.0001662288,0.0001602341,0.0004169433,0.0002260965],"domain_scores_gemma":[0.9995669,0.0001875968,0.00002728819,0.00007263515,0.0001005051,0.00004509326],"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":[0.0001455608,0.00005867096,0.03081172,0.00006793912,0.00002129282,0.000002190562,0.0001027062,0.002587775,0.002274698,0.3034682,0.0006123862,0.6598469],"study_design_scores_gemma":[0.002183715,0.0003773101,0.8174773,0.0002098877,0.000004849645,0.00002653565,0.00127908,0.07629316,0.001889346,0.06407151,0.0359128,0.0002744749],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9409083,0.00001703367,0.0365474,0.009787867,0.0006943721,0.001579785,0.000048888,0.0000733204,0.01034305],"genre_scores_gemma":[0.9972346,0.00001428154,0.002516,0.00002736468,0.00001114177,0.0001656891,0.00000562573,0.000001923075,0.0000233387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7866656,"threshold_uncertainty_score":0.2027056,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03576215882769472,"score_gpt":0.3604520105810483,"score_spread":0.3246898517533536,"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."}}