{"id":"W4415019490","doi":"10.4324/9781003374428-25","title":"Student Accommodation and Home","year":2025,"lang":"en","type":"book-chapter","venue":"","topic":"Diverse Education Studies and Reforms","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Vignette; Accommodation; Neighbourhood (mathematics); Variety (cybernetics); Population; Residence; Sketch","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":[0.0003373779,0.0001772153,0.0001241047,0.0002157595,0.003696522,0.003648747,0.0004307449,0.0007542788,0.009250289],"category_scores_gemma":[0.0005822115,0.00007280045,0.0001322862,0.0004754449,0.004921177,0.002259428,0.004068395,0.001493363,0.001020365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002321278,"about_ca_system_score_gemma":0.001382548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006287071,"about_ca_topic_score_gemma":0.02083374,"domain_scores_codex":[0.9995937,0.0002185734,0.00001021089,0.00003070424,0.00006234404,0.00008452881],"domain_scores_gemma":[0.9998093,0.00003935107,0.00001597905,0.00001843512,0.00002091585,0.00009607829],"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":[0.00003201945,0.00009066889,0.004105582,0.0001656209,0.000003955581,0.0006734422,0.2080763,0.0002383659,0.0003624916,0.5806651,0.06741296,0.1381735],"study_design_scores_gemma":[0.000002823574,0.00004477046,0.002405151,0.0002658854,0.000002393137,0.0006538402,0.1209736,0.0001140581,0.0002367386,0.01573053,0.8595598,0.0000105304],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1476426,0.0127721,0.002143763,0.00993965,0.0008549361,0.00003042421,0.00006130726,0.00008824465,0.826467],"genre_scores_gemma":[0.8075697,0.005935499,0.0006669681,0.001337443,0.0001352009,0.00002006208,0.00004069787,0.00004027055,0.1842541],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.009250289,"threshold_uncertainty_score":0.0309453,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02886094782010932,"score_gpt":0.3391614743686076,"score_spread":0.3103005265484982,"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."}}