{"id":"W4411141117","doi":"10.18666/jpra-2025-12505","title":"Social Media Communications for Behavior Management in Ontario’s Parks and Protected Areas: A Qualitative Analysis of Manager and Visitor Experiences","year":2025,"lang":"en","type":"article","venue":"Journal of Park and Recreation Administration","topic":"Animal and Plant Science Education","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brock University","funders":"","keywords":"Visitor pattern; Recreation; Qualitative analysis; Qualitative research; Social media; Sociology; Public relations; Advertising; Political science; Social science; Business; Computer science; World Wide Web","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005069958,0.00005494744,0.0001656448,0.0003511542,0.0001006563,0.00003016296,0.00005736639,0.0000518037,0.00002456676],"category_scores_gemma":[0.00004127218,0.00004594467,0.00003004599,0.000296003,0.0001105649,0.0001209449,0.00001027462,0.00006781965,5.502276e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000264528,"about_ca_system_score_gemma":0.00005692899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002978792,"about_ca_topic_score_gemma":0.006846602,"domain_scores_codex":[0.9992741,0.00013327,0.0003525672,0.00009906122,0.00008485014,0.00005613908],"domain_scores_gemma":[0.9992738,0.0002449313,0.0003014089,0.00005624558,0.00009460914,0.00002901257],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.001567611,0.0008316483,0.204404,0.00007831985,0.00084814,0.000005282588,0.6928343,0.000001655133,0.0007555132,0.04903496,0.0004996976,0.04913895],"study_design_scores_gemma":[0.0003472582,0.0001355877,0.8506392,0.00002962059,0.0003938008,0.000003466916,0.1474069,0.00009176937,0.00003196764,0.000612925,0.0002631444,0.00004440233],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997175,0.000160393,0.001069844,0.0006251188,0.00008156841,0.0002722811,0.000005884719,0.000001876054,0.0006080771],"genre_scores_gemma":[0.9972494,0.00007058452,0.002255385,0.00001311922,0.00001515938,0.0001050637,0.0000307278,0.000001222032,0.0002593148],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6462352,"threshold_uncertainty_score":0.3820565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07421894298138326,"score_gpt":0.4402573554974629,"score_spread":0.3660384125160797,"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."}}