{"id":"W4385599894","doi":"10.59962/9780774830959","title":"Resource Communities in a Globalizing Region","year":2015,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Migration, Ethnicity, and Economy","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Resource (disambiguation); Geography; Environmental resource management; Business; Computer science; Environmental science","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0007061738,0.00008967651,0.0003686512,0.0000620075,0.0003790895,0.0001558729,0.0006898451,0.0004394582,0.00009952367],"category_scores_gemma":[0.00003558564,0.0002457927,0.000108893,0.00002221721,0.0008017435,0.0001503435,0.0002240004,0.0003359792,0.000003207224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006161958,"about_ca_system_score_gemma":0.0007381617,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9185262,"about_ca_topic_score_gemma":0.9917673,"domain_scores_codex":[0.9985335,0.0004797949,0.0002047699,0.0002100923,0.00030765,0.0002641217],"domain_scores_gemma":[0.9990069,0.000136277,0.0002523381,0.0002753684,0.0002049843,0.0001241327],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001490079,0.00002576838,0.0006324184,0.00009248191,0.00003381805,0.00009926564,0.07247409,0.000006894611,3.507243e-8,0.002211229,0.915773,0.008636122],"study_design_scores_gemma":[0.0003944772,0.0000233291,0.0003319363,0.0006538331,0.00003432811,0.000005840537,0.02629137,0.000009657412,3.350624e-8,0.003533387,0.9684961,0.0002257392],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006003306,0.0005118289,0.00001269098,0.00001686786,0.00007075286,0.000362035,0.00008949183,0.00006533787,0.9928677],"genre_scores_gemma":[0.008415407,0.0006237248,0.00006352617,0.0000367029,0.0001110678,5.8521e-7,0.00005528528,0.0000143574,0.9906793],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.07324113,"threshold_uncertainty_score":0.9999994,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04196292316426666,"score_gpt":0.2259734143968485,"score_spread":0.1840104912325819,"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."}}