{"id":"W4226335301","doi":"10.22215/timreview/1473","title":"Role of Digital Platforms in Resident-Centric Housing Concepts","year":2022,"lang":"en","type":"article","venue":"Technology Innovation Management Review","topic":"Smart Cities and Technologies","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sustainability; Urbanization; Business; Economic geography; Economic growth; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001804356,0.0001074486,0.0002319991,0.001175736,0.00004438289,0.000007539186,0.0003075753,0.00004918568,0.0001412012],"category_scores_gemma":[0.00002941617,0.0001130645,0.00002447775,0.004648526,0.00005686359,0.0001230184,0.0003157947,0.0002172535,0.000008937786],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001179618,"about_ca_system_score_gemma":0.000004923197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000189371,"about_ca_topic_score_gemma":0.000001363708,"domain_scores_codex":[0.9990413,0.000002451221,0.0004813125,0.0001353466,0.000154663,0.0001848895],"domain_scores_gemma":[0.9995587,0.000008674846,0.0001066058,0.0002925296,0.00002926547,0.000004148584],"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":[0.000002738047,0.00003380513,0.01196037,0.001692675,0.00006448201,0.00001983086,0.0000233117,0.0008977647,0.0001972852,0.6562436,0.004228029,0.3246361],"study_design_scores_gemma":[0.001632804,0.0002142751,0.0029573,0.002494195,0.000104135,0.00003829161,0.007899395,0.001635031,0.003647099,0.2625172,0.7158622,0.0009980777],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.895065,0.08461393,0.000757683,0.0009856569,0.0002277553,0.001434052,0.00002251337,0.002130923,0.01476246],"genre_scores_gemma":[0.9870544,0.01228136,0.0002796308,0.00008755764,0.000004050793,0.0001830117,0.00003636766,0.00001602924,0.00005756606],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7116342,"threshold_uncertainty_score":0.4610637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01305071759322633,"score_gpt":0.2441292240658107,"score_spread":0.2310785064725843,"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."}}