{"id":"W7039589344","doi":"","title":"A millennial housing typology: redefining the home of the next generation in Toronto laneways","year":2019,"lang":"en","type":"dissertation","venue":"Lu Zone Ul (Laurentian University)","topic":"Topic Modeling","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Generation y; Architecture; Generation x; Fourth generation; Term (time)","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":[0.0001528367,0.0001776899,0.0002394744,0.0001640412,0.0001713038,0.0000664855,0.001260035,0.0002342641,0.00003800922],"category_scores_gemma":[0.00001410576,0.0001438793,0.0001237896,0.0003573009,0.00003305461,0.0003341127,0.0001976396,0.0002832224,0.000005391451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002626568,"about_ca_system_score_gemma":0.0002059133,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00320197,"about_ca_topic_score_gemma":0.1147772,"domain_scores_codex":[0.9987359,0.0001647694,0.0002160554,0.0004020307,0.0002537785,0.0002274624],"domain_scores_gemma":[0.9988604,0.00004069701,0.0002788189,0.000722765,0.00006895779,0.00002836187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003222824,0.0004564305,0.005396124,0.0006609072,0.0005628479,0.0001760202,0.1326047,0.01358231,0.02628049,0.71003,0.003780231,0.1061477],"study_design_scores_gemma":[0.01078487,0.0007510334,0.01733369,0.002744518,0.001066776,0.00006201133,0.2494577,0.6564634,0.008014736,0.001864923,0.04663594,0.004820323],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439444,0.001111399,0.02369368,0.0003925848,0.004745829,0.000550979,0.000008925425,0.00008221882,0.02547001],"genre_scores_gemma":[0.992749,0.0001046618,0.001754094,0.0000441905,0.0001187208,6.336502e-7,0.00006903723,0.00001446406,0.005145136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.708165,"threshold_uncertainty_score":0.9013758,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02491211291731056,"score_gpt":0.2193791596214118,"score_spread":0.1944670467041013,"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."}}