{"id":"W2806796915","doi":"10.1016/j.ocecoaman.2018.03.043","title":"Education and certification for beach management: is there a difference between residents versus visitors?","year":2018,"lang":"en","type":"article","venue":"Ocean & Coastal Management","topic":"Environmental Education and Sustainability","field":"Environmental Science","cited_by":24,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph; Toronto Metropolitan University","funders":"","keywords":"Certification; Visitor pattern; Marketing; Public relations; Environmental education; Business; Environmental resource management; Geography; Environmental protection; Political science; Psychology; Pedagogy","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":[0.0001791895,0.000182429,0.0001152612,0.00005783047,0.000308295,0.00008913683,0.0002623147,0.00004578627,0.0004048638],"category_scores_gemma":[0.000009396277,0.0001836924,0.00004474125,0.0001676675,0.0002200268,0.000194215,0.000407716,0.00005633306,0.0001359686],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002673684,"about_ca_system_score_gemma":0.000006306141,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000160091,"about_ca_topic_score_gemma":0.00003674647,"domain_scores_codex":[0.998567,0.0000388249,0.0002331893,0.0005728379,0.0003044851,0.0002836142],"domain_scores_gemma":[0.9992908,0.00002638723,0.00009576068,0.0004433675,0.00001301764,0.0001306868],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002762365,0.0007995147,0.4778403,0.0003548483,0.0001392145,0.000001518171,0.003456407,0.000004393501,0.00009531526,0.003520918,0.03650286,0.4770085],"study_design_scores_gemma":[0.000602768,0.0001536088,0.9395238,0.00002141482,0.00008035424,3.182213e-7,0.007110711,0.00005958623,0.0001926921,0.002702957,0.04933879,0.0002129711],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9593042,0.00003660743,0.001577354,0.001625796,0.0003698553,0.001277658,0.00002014856,0.00005168991,0.03573671],"genre_scores_gemma":[0.9805392,0.00004021174,0.002175515,0.0002940208,0.0001086317,0.00007655584,0.00007871963,0.00002040886,0.01666671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4767955,"threshold_uncertainty_score":0.7490758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01583507775085169,"score_gpt":0.2750604133887754,"score_spread":0.2592253356379237,"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."}}