{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007055343,0.0002706523,0.0001275349,0.0002594826,0.0007831458,0.002061269,0.0004028399,0.0004836349,0.008706173],"category_scores_gemma":[0.002206439,0.0001867259,0.0003223292,0.0001374868,0.0007786924,0.001302758,0.001360098,0.0005554972,0.0005590458],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534824,"about_ca_system_score_gemma":0.0005034524,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006349349,"about_ca_topic_score_gemma":0.004862876,"domain_scores_codex":[0.9995882,0.0001887728,0.00001410754,0.00003630987,0.00008088288,0.00009177066],"domain_scores_gemma":[0.9992567,0.0004257357,0.00004835481,0.0000428771,0.0000685378,0.0001578445],"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":[0.0008191117,0.001898573,0.06393844,0.003101701,0.0001920164,0.002935537,0.2838049,0.006770525,0.1306192,0.04885281,0.01482973,0.4422375],"study_design_scores_gemma":[0.0001291309,0.003756338,0.129519,0.001953763,0.0005177894,0.002214119,0.3768495,0.01297726,0.03985409,0.05747798,0.3745151,0.000235839],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8170677,0.0003098912,0.06064694,0.001050641,0.0001750946,0.0004410449,0.00006501383,0.0002756042,0.1199679],"genre_scores_gemma":[0.9580209,0.0002350835,0.0318185,0.0001921462,0.0000156603,0.0001700523,0.00003412792,0.00006246403,0.009451192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008706173,"threshold_uncertainty_score":0.02912509,"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."}}