{"id":"W4408463362","doi":"10.1007/978-3-031-83317-5_5","title":"Infrastructure and Utilities","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Migration, Health and Trauma","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Stantec (Canada); McGill University","funders":"","keywords":"Business; Computer science","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":[0.0001717095,0.000720135,0.0002379334,0.001108172,0.001504438,0.004756366,0.0006627454,0.001075126,0.09192951],"category_scores_gemma":[0.0006139597,0.0002966792,0.0001837854,0.002109917,0.00146572,0.004157126,0.001594685,0.001933376,0.02363063],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002448897,"about_ca_system_score_gemma":0.001819441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01349524,"about_ca_topic_score_gemma":0.02667372,"domain_scores_codex":[0.9998304,0.00004358384,0.000005151396,0.00002620135,0.00006104406,0.00003361459],"domain_scores_gemma":[0.9999293,0.00001857188,0.000004540639,0.00001485233,0.00002237604,0.00001028999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004335086,0.00001424506,0.00006552653,0.00003510772,0.000001142051,0.00003333875,0.0003206424,0.0004435098,0.00006553565,0.7819677,0.1482116,0.06883731],"study_design_scores_gemma":[7.343947e-7,0.000003852477,0.0001093706,0.00005018168,7.610303e-7,0.00002437512,0.0002410977,0.0001446318,0.00003150953,0.0607063,0.9386849,0.000002359837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0003564556,0.002181123,0.001470728,0.00129421,0.0002900052,0.00001282264,0.000051584,0.00004282626,0.9943002],"genre_scores_gemma":[0.008814387,0.002731856,0.0005614284,0.000370685,0.0001163925,0.00002330645,0.00005286889,0.00006260513,0.9872664],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09192951,"threshold_uncertainty_score":0.3075349,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622798914087753,"score_gpt":0.2960905923906947,"score_spread":0.2798626032498172,"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."}}