{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001118158,0.0001677898,0.0002822899,0.001626664,0.0006564804,0.0009634454,0.0002745997,0.000293543,0.004085358],"category_scores_gemma":[0.00385562,0.0001450685,0.000471927,0.003092738,0.0002973152,0.0008429884,0.0005649261,0.0005197689,0.0008848048],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006437568,"about_ca_system_score_gemma":0.001543078,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01933372,"about_ca_topic_score_gemma":0.03584123,"domain_scores_codex":[0.9985554,0.0003209734,0.0002984714,0.0001048671,0.000488132,0.0002322341],"domain_scores_gemma":[0.9964308,0.001022902,0.0008807657,0.0001419505,0.001195684,0.0003278975],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009492975,0.0002153495,0.8702577,0.002161449,0.00006953148,0.0007671954,0.01334677,0.0001625291,0.002895568,0.00036691,0.009079247,0.1005829],"study_design_scores_gemma":[0.000001427119,0.0001373857,0.9476748,0.0002932833,0.00003010192,0.0005843453,0.02875947,0.0001268564,0.0003772839,0.00003414711,0.02195609,0.00002487235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9745568,0.003026994,0.0005620742,0.0009110436,0.00003987336,0.0001817882,0.0038541,0.00003783856,0.01682937],"genre_scores_gemma":[0.984217,0.00652839,0.001266292,0.0004107722,0.00002442617,0.0001477006,0.002675421,0.00001565268,0.00471425],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01933372,"threshold_uncertainty_score":0.03844237,"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."}}