{"id":"W3014960592","doi":"10.33774/coe-2020-6jpdq","title":"Courtyard Housing for Health and Happiness","year":2020,"lang":"en","type":"preprint","venue":"","topic":"Collaborative and Sustainable Housing Initiatives","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Happiness; Mental health; Presentation (obstetrics); Architecture; Redevelopment; State (computer science); China; Physical health; Sociology; Psychology; Public relations; Social psychology; Political science; Engineering; Geography; Medicine; Civil engineering; Psychiatry; Computer science; Law","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":[0.0005405734,0.0001490566,0.0003502061,0.00006240138,0.0008512729,0.0003231429,0.0001423205,0.000137858,0.0000243708],"category_scores_gemma":[0.0006079148,0.0001467581,0.00005440929,0.0001916687,0.0002328573,0.00008874426,0.000223942,0.0001833619,0.000001211657],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001907951,"about_ca_system_score_gemma":0.003850295,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001772216,"about_ca_topic_score_gemma":0.002564755,"domain_scores_codex":[0.9987184,0.0002060817,0.0001961274,0.0003680368,0.0001946387,0.0003167312],"domain_scores_gemma":[0.998956,0.0001649909,0.0001579849,0.0001039601,0.0003880125,0.0002290569],"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":[0.0001907981,0.00010117,0.002029803,0.002520389,0.0002061869,0.00001698598,0.3254012,0.0001146221,0.00001278999,0.5594147,0.07359061,0.03640072],"study_design_scores_gemma":[0.0003560611,0.0001215194,0.0001909041,0.0001732242,0.00002032443,1.26e-7,0.1321991,0.0008282958,0.00001128942,0.06084767,0.8048438,0.0004075944],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02559114,0.006660744,0.2611848,0.4887435,0.002401694,0.007523447,0.0003219371,0.001148861,0.2064238],"genre_scores_gemma":[0.9661735,0.002010968,0.01660063,0.009702424,0.001537401,0.000203744,0.00006461937,0.00005472706,0.003651977],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9405823,"threshold_uncertainty_score":0.6830258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09976780078730052,"score_gpt":0.4183585341390139,"score_spread":0.3185907333517133,"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."}}