{"id":"W4399756176","doi":"10.35534/rrd.2024.10011","title":"Rurality: Why This Is Important","year":2024,"lang":"en","type":"article","venue":"Rural and regional development","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Rurality; Geography; Medicine; Rural area","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009293091,0.0004922335,0.0008502234,0.0008947725,0.004172171,0.008537507,0.001572598,0.007315645,0.03239444],"category_scores_gemma":[0.04012391,0.0002683853,0.0004081483,0.001454057,0.01168617,0.01505824,0.004274968,0.01179434,0.007510204],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003516868,"about_ca_system_score_gemma":0.00714782,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01448782,"about_ca_topic_score_gemma":0.02553611,"domain_scores_codex":[0.9945827,0.002018768,0.000204105,0.0008948733,0.001456921,0.0008427291],"domain_scores_gemma":[0.9626723,0.01751195,0.001799393,0.001247719,0.009622904,0.007145721],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00007253941,0.00005731163,0.005862855,0.001479621,0.00005754692,0.0008589817,0.01266825,0.00009325817,0.0005101038,0.09798495,0.7607288,0.1196258],"study_design_scores_gemma":[0.00001763561,0.00003367066,0.005301814,0.002273245,0.00003333947,0.001341401,0.02610232,0.0001044572,0.0002381821,0.06960811,0.8948796,0.0000661739],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.003055486,0.02310159,0.001579189,0.9416103,0.01017245,0.00001817153,0.0001186847,0.00009949104,0.02024468],"genre_scores_gemma":[0.2196541,0.08315213,0.004850642,0.6268757,0.01895341,0.0001072345,0.0002911614,0.0008539809,0.0452616],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.03239444,"threshold_uncertainty_score":0.1083702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01789157930408799,"score_gpt":0.2227234449037027,"score_spread":0.2048318655996147,"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."}}