{"id":"W4229332376","doi":"10.2196/preprints.38715","title":"Providing Accessible ReCreation Outdoors-User-driven Research on Standards: Novel method for winter assessments (Preprint)","year":2022,"lang":"en","type":"preprint","venue":"","topic":"Urban Transport and Accessibility","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"SAFER; Recreation; National park; Citizen science; Data collection; Geography; Citizen journalism; Preprint; Environmental resource management; Political science; Computer science; Environmental science; Computer security; Sociology; World Wide Web","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03290617,0.0009585438,0.000588563,0.001598253,0.00269333,0.003403842,0.001889019,0.001098018,0.0238176],"category_scores_gemma":[0.03706913,0.0007201902,0.0009747368,0.001644682,0.001695006,0.001942222,0.004176939,0.001586856,0.005166297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002475672,"about_ca_system_score_gemma":0.006719093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003764609,"about_ca_topic_score_gemma":0.0130608,"domain_scores_codex":[0.9651391,0.02734397,0.001508655,0.002731198,0.002651094,0.0006259229],"domain_scores_gemma":[0.9690791,0.01500835,0.001655747,0.005147854,0.008001629,0.001107178],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"design_other","study_design_scores_codex":[0.001209607,0.001857312,0.02214458,0.004210652,0.000134533,0.000735738,0.1675924,0.001050963,0.01990046,0.01993754,0.07340578,0.6878204],"study_design_scores_gemma":[0.001085707,0.003652551,0.07931528,0.006099635,0.0002945012,0.0007286171,0.1441742,0.009508448,0.02644403,0.02997063,0.6981626,0.0005637777],"study_design_candidate":"design_other","study_design_consensus":"design_other","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1065025,0.0006581945,0.7421451,0.003861862,0.001949928,0.0668456,0.006443141,0.002251107,0.06934255],"genre_scores_gemma":[0.1399381,0.0004065371,0.7339108,0.0009921202,0.0001761301,0.1052089,0.001331017,0.0005771773,0.01745914],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03290617,"threshold_uncertainty_score":0.1740265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2691281815894953,"score_gpt":0.561664594930637,"score_spread":0.2925364133411417,"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."}}