{"id":"W3012335150","doi":"10.21083/ruralreview.v2i1.6058","title":"What People Say: Application of Rural Definitions and Descriptors of Community in Ingersoll, Ontario","year":2018,"lang":"en","type":"article","venue":"Rural Review Ontario Rural Planning Development and Policy","topic":"Rural development and sustainability","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Census; Government (linguistics); Rural area; Public policy; Population; Sociocultural evolution; Rural management; Economic growth; Rural history; Regional science; Political science; Geography; Sociology; Rural development; Economics; Agriculture","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0006825701,0.0002525354,0.0005632915,0.00006789204,0.0003507028,0.0000568878,0.000219742,0.0001029071,0.00007508879],"category_scores_gemma":[0.00008011452,0.0001290439,0.00006404633,0.0004981122,0.0001964499,0.0004829318,0.0001516352,0.0002911289,0.000004084979],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003441604,"about_ca_system_score_gemma":0.0002456174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3454257,"about_ca_topic_score_gemma":0.7260232,"domain_scores_codex":[0.9984549,0.0001385751,0.0007056415,0.0001319563,0.0002146337,0.0003543197],"domain_scores_gemma":[0.9992055,0.0001651111,0.0002637843,0.0001010961,0.000141321,0.0001231325],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006288478,0.0000880158,0.8605025,0.0003979513,0.00002988427,5.386948e-7,0.030667,2.982339e-7,0.001751214,0.0007663643,0.0004875769,0.1052457],"study_design_scores_gemma":[0.0002001401,0.0001422371,0.9795746,0.001631027,0.00001848109,0.000009117996,0.006649134,0.000001276882,0.0003452057,0.001450341,0.009730626,0.0002478196],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943885,0.00314148,0.000001420967,0.001475948,0.0000740277,0.0005067615,0.000004397839,0.00001924569,0.0003882612],"genre_scores_gemma":[0.9965128,0.002164313,0.0002271558,0.0004442671,0.00003869078,0.00004125399,0.0002211921,0.000001915108,0.0003483519],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3805975,"threshold_uncertainty_score":0.6589332,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04020600754057845,"score_gpt":0.2724027073948713,"score_spread":0.2321966998542928,"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."}}