{"id":"W4412045148","doi":"10.1145/3715668.3734165","title":"Surfing the Opportunities for Water Sustainability when Designing Outdoor Water Sports Experiences","year":2025,"lang":"en","type":"article","venue":"","topic":"Adventure Sports and Sensation Seeking","field":"Psychology","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of New Brunswick","funders":"Australian Research Council","keywords":"Sustainability; Computer science; Environmental science; Architectural engineering; Business; Engineering","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001001279,0.0001464352,0.0001797063,0.00008018802,0.0004125615,0.00008060097,0.0001668419,0.0000811967,0.002960536],"category_scores_gemma":[0.00002910459,0.00006482495,0.0001013635,0.00003167272,0.0001401826,0.0001204592,0.00005908161,0.00008909881,0.000004658095],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003902698,"about_ca_system_score_gemma":0.00003780659,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001554735,"about_ca_topic_score_gemma":0.00001972132,"domain_scores_codex":[0.9986858,0.00007415154,0.0003569571,0.000303306,0.0001353368,0.0004444441],"domain_scores_gemma":[0.9992722,0.000115926,0.00004071417,0.0003374957,0.0001955395,0.00003812281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003258426,0.000174508,0.01829343,0.0001238085,0.0002025176,0.0001169747,0.7898362,0.00008276758,0.0008102891,0.1145332,0.02675107,0.04874932],"study_design_scores_gemma":[0.0003408921,0.00003515226,0.001277106,0.00001453934,0.00003697267,0.00000544686,0.7279524,0.00006359773,0.008161298,0.02536496,0.2365285,0.0002190942],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8698858,0.00007017957,0.06485787,0.01489772,0.001570508,0.0008833379,0.00000139759,0.0001429198,0.04769025],"genre_scores_gemma":[0.9195675,9.527463e-7,0.0003372621,0.001632128,0.0000893443,0.0002394673,0.00001617033,0.00001157568,0.07810555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2097775,"threshold_uncertainty_score":0.9979509,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05873034051624213,"score_gpt":0.3262548024917775,"score_spread":0.2675244619755354,"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."}}