{"id":"W3124041968","doi":"10.5070/p537151752","title":"Seeing things differently: How are environmental conditions perceived and why does it matter?","year":2021,"lang":"en","type":"article","venue":"Parks Stewardship Forum","topic":"Economic and Environmental Valuation","field":"Economics, Econometrics and Finance","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"Social Sciences and Humanities Research Council of Canada; Brock University","keywords":"Visitor pattern; Recreation; Casual; Perception; Environmental resource management; Set (abstract data type); Business; Psychology; Geography; Environmental planning; Marketing; Ecology; Political science; Environmental science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.002963663,0.0001910553,0.0003378008,0.0007841711,0.0009778906,0.003193081,0.0004342154,0.0006025714,0.00215624],"category_scores_gemma":[0.00930974,0.0001560691,0.000371664,0.001118608,0.003525577,0.001737501,0.0009054508,0.0009203487,0.0001741598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003515627,"about_ca_system_score_gemma":0.002298254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.223637,"about_ca_topic_score_gemma":0.3119474,"domain_scores_codex":[0.9983963,0.000672991,0.00005723429,0.0001721409,0.0003883549,0.0003128771],"domain_scores_gemma":[0.9940739,0.002190453,0.001516018,0.0002223425,0.001031189,0.0009660983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008642157,0.0001067941,0.9548944,0.00007529367,0.00008322534,0.000146893,0.02123683,0.0001322761,0.0002524974,0.001042367,0.0008977188,0.02104538],"study_design_scores_gemma":[0.000002841106,0.00003637084,0.9646238,0.0000590304,0.00001721313,0.00003823893,0.03354939,0.0001849249,0.00003723984,0.000539483,0.0008988426,0.00001261487],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991156,0.0007075305,0.0002685801,0.001609105,0.00002564984,0.00001615279,0.00009221669,0.000002077412,0.00612267],"genre_scores_gemma":[0.9991196,0.0003139173,0.00006354097,0.0001074393,0.000008090848,0.000004354242,0.00004329086,0.000001689171,0.0003381067],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.223637,"threshold_uncertainty_score":0.4446706,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03356041212258478,"score_gpt":0.2008183382602141,"score_spread":0.1672579261376293,"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."}}