{"id":"W4406044456","doi":"10.1111/johs.12488","title":"Sustainable Sociability: Allowing Sociability Through Door Design in the Age of Social Media, a Practical Exploration of Modularity With Traditional Techniques","year":2025,"lang":"en","type":"article","venue":"Sociology Lens","topic":"Innovative Human-Technology Interaction","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta University of the Arts","funders":"","keywords":"Doors; Modular design; Variety (cybernetics); Modularity (biology); Function (biology); Interpersonal communication; Computer science; Face (sociological concept); Identity (music); Natural (archaeology); Psychology; Internet privacy; Sociology; Aesthetics; Social psychology; Artificial intelligence; Geography; Art","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002757179,0.0001475046,0.0003686432,0.0001507163,0.0002458004,0.00001687702,0.0004850041,0.0004029893,0.000008064445],"category_scores_gemma":[0.001192179,0.0001184909,0.00009180819,0.000579106,0.001782017,0.001292626,0.0001179829,0.0006084899,7.727957e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003314506,"about_ca_system_score_gemma":0.0004943093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004671425,"about_ca_topic_score_gemma":0.00004668335,"domain_scores_codex":[0.9972906,0.001333224,0.0004649669,0.0003696357,0.0002380097,0.0003035728],"domain_scores_gemma":[0.996866,0.00205593,0.0002676951,0.0003184968,0.0004864117,0.000005505782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00005032906,0.0004009786,0.001115602,0.00004924942,0.0000609642,0.00001508663,0.04016039,0.000006962626,0.002867366,0.9546533,0.0004047742,0.0002149662],"study_design_scores_gemma":[0.0003434841,0.000220353,0.01423049,0.00001789435,0.00002471203,0.000003981882,0.01580374,0.0001680267,0.01326921,0.9556492,0.0001493874,0.0001194868],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2769882,0.00001084824,0.7000687,0.02055542,0.00008728671,0.0006156467,0.000004647824,0.0001003517,0.001568968],"genre_scores_gemma":[0.9536988,0.000002837231,0.04555636,0.0005063794,0.00003820018,0.0001614049,0.00001690788,0.000005034737,0.00001412824],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6767105,"threshold_uncertainty_score":0.6565917,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1074652724397416,"score_gpt":0.3491623422323136,"score_spread":0.241697069792572,"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."}}