{"id":"W2966721836","doi":"10.21083/crrf.v27i1.8581","title":"Commuters and communities: How employment mobility affects community development in source communities","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Canadian Rural Revitalization Foundation","topic":"Education Systems and Policy","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Community development; Economic growth; Geography; Business; Environmental planning; Economics","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":[0.001076759,0.0002112975,0.0003112407,0.001149574,0.005007052,0.004198124,0.001116106,0.0005369623,0.00760956],"category_scores_gemma":[0.003725731,0.0001468851,0.0003359312,0.001437002,0.00272387,0.002133837,0.005566155,0.001100433,0.0002809758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007751568,"about_ca_system_score_gemma":0.006948542,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4488083,"about_ca_topic_score_gemma":0.6402016,"domain_scores_codex":[0.998709,0.0004828422,0.0000237073,0.00009658038,0.0001592803,0.0005286481],"domain_scores_gemma":[0.9979829,0.0003689898,0.0002814667,0.00006155221,0.00033275,0.0009723895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003024634,0.0007651678,0.7423214,0.0001867931,0.0001587521,0.0012344,0.1474257,0.0007916258,0.000631601,0.02345128,0.004509589,0.07822128],"study_design_scores_gemma":[0.00002697936,0.0001303013,0.6854832,0.0003150273,0.0000676006,0.0001820483,0.2935107,0.0007448157,0.0001893851,0.004920587,0.01439689,0.00003249795],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9778559,0.0005688842,0.0003662726,0.002039598,0.00001956789,0.0000380791,0.0001534418,0.000007285843,0.01895105],"genre_scores_gemma":[0.9978515,0.0002720467,0.0001254258,0.00006644017,0.000003534247,0.000009815939,0.00004112703,0.000003039282,0.001627074],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5511917,"threshold_uncertainty_score":0.8923919,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03642966540534016,"score_gpt":0.3090998887743882,"score_spread":0.272670223369048,"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."}}