{"id":"W2974332572","doi":"","title":"Fly-in/Fly-out Mobility in Source Hub Communities:Potential Implications for Community Sustainability [in the Canadian Context]","year":2016,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Sustainability; Context (archaeology); On the fly; Environmental planning; Environmental resource management; Geography; Environmental science; Computer science; Ecology","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":[],"consensus_categories":[],"category_scores_codex":[0.002198212,0.0002419574,0.0003195736,0.0002220887,0.0004349017,0.00008455666,0.0008060712,0.0002138894,0.0001224318],"category_scores_gemma":[0.0003943803,0.0001690052,0.0001090206,0.0003096432,0.0003343039,0.000298579,0.00007646362,0.0006822021,0.000002241621],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003915526,"about_ca_system_score_gemma":0.0005724673,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.4918553,"about_ca_topic_score_gemma":0.9838797,"domain_scores_codex":[0.9977258,0.0006762896,0.0005565535,0.0001820645,0.0001078833,0.0007514285],"domain_scores_gemma":[0.9969705,0.00126417,0.00003155642,0.001375014,0.0002306025,0.0001282021],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001649871,0.0007828821,0.8082402,0.0008793545,0.00006471558,0.000006399772,0.06282046,0.01303666,0.0002199414,0.04520635,0.004583804,0.06399421],"study_design_scores_gemma":[0.001318081,0.00006771335,0.7241998,0.00002009265,0.000008830203,0.000004865781,0.07680551,0.002793453,0.00003873845,0.1826779,0.01170798,0.0003571197],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.96854,0.00003944857,0.01851526,0.005049448,0.00009474039,0.001845964,0.00007527736,0.00009932285,0.005740591],"genre_scores_gemma":[0.9988768,0.000005153397,0.00008135015,0.0003580257,0.0000257743,0.0004554503,0.00002907363,0.00002333232,0.0001450004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4920244,"threshold_uncertainty_score":0.9999083,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01391024809411335,"score_gpt":0.2471928508448078,"score_spread":0.2332826027506945,"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."}}