{"id":"W7009293858","doi":"","title":"The Effectiveness of Social Media Communications for Visitor Behaviour Management in Ontario's Parks and Protected Areas","year":2023,"lang":"en","type":"other","venue":"Brock University Digital Repository (Brock University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Visitor pattern; Recreation; Agency (philosophy); Context (archaeology); Protected area; National park; Work (physics); Social media; Nature Conservation","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002417181,0.0001981101,0.000235639,0.0006818693,0.004991111,0.003189092,0.0007883041,0.0004036077,0.002377971],"category_scores_gemma":[0.008913549,0.0002487758,0.0002055894,0.001035916,0.003079054,0.001171213,0.002279755,0.000597474,0.0001311993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01957675,"about_ca_system_score_gemma":0.02851763,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8016953,"about_ca_topic_score_gemma":0.9471143,"domain_scores_codex":[0.9972484,0.001354473,0.0001114298,0.0001695166,0.0006691616,0.0004470797],"domain_scores_gemma":[0.9925981,0.003808632,0.001103914,0.0002484977,0.001121718,0.001119198],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0001917328,0.0001919066,0.1563178,0.000469892,0.00003449087,0.00097526,0.7784983,0.0001868669,0.00197845,0.0007886486,0.00290258,0.05746412],"study_design_scores_gemma":[0.00001704159,0.0002474252,0.2251346,0.0002719401,0.00003968824,0.0001301438,0.7471634,0.0003249044,0.0004738533,0.0001287348,0.02602883,0.00003951311],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9886413,0.0002046389,0.0001786512,0.0008428672,0.0000137563,0.0001158533,0.00009769796,0.00001134347,0.009893849],"genre_scores_gemma":[0.9960034,0.0003283372,0.0003985067,0.000125158,0.000007171914,0.00007668383,0.00003935816,0.000006950276,0.003014408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1983047,"threshold_uncertainty_score":0.398945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0124178000990256,"score_gpt":0.2065082765259644,"score_spread":0.1940904764269388,"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."}}