{"id":"W2911704121","doi":"10.6007/ijarbss/v8-i1/3891","title":"Observed Social Activities around Low-Cost Flats","year":2018,"lang":"en","type":"article","venue":"International Journal of Academic Research in Business and Social Sciences","topic":"Place Attachment and Urban Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknologi MARA; IJURR Foundation; Trent University","keywords":"Casual; Social relation; Social engagement; Sociology; Affect (linguistics); Social psychology; Public relations; Psychology; Political science; Communication; Social science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.006699844,0.0000884757,0.0002059574,0.0004750349,0.001806915,0.0003526075,0.0009270522,0.0001522394,0.00004565306],"category_scores_gemma":[0.0005474784,0.00007367657,0.00005086339,0.0009435559,0.004440289,0.001309289,0.0001965373,0.0005445238,0.000004939413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002681534,"about_ca_system_score_gemma":0.000669429,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009157025,"about_ca_topic_score_gemma":0.0008324062,"domain_scores_codex":[0.9964594,0.0003814647,0.0003584889,0.0001751269,0.002155211,0.0004702607],"domain_scores_gemma":[0.9980437,0.0004860403,0.0002279137,0.00002212791,0.001161235,0.00005897926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007443,0.0002689372,0.5272834,0.00004174506,0.0002027476,0.0001164208,0.157243,0.000008872202,0.002649396,0.1771122,0.03202915,0.1022998],"study_design_scores_gemma":[0.001697644,0.0001452214,0.5863963,0.0003827164,0.00001581333,0.00001482749,0.1387869,0.00007760671,0.0002683095,0.05154218,0.2202358,0.0004366837],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9423169,0.0003149575,0.00001813001,0.04523641,0.0009991418,0.0001016095,0.000004464581,0.000006946176,0.01100136],"genre_scores_gemma":[0.9926808,0.001867119,0.00003783161,0.0001814016,0.004812507,0.000004899375,5.662373e-7,0.000003988844,0.0004108186],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1882067,"threshold_uncertainty_score":0.9994926,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3387556748291356,"score_gpt":0.5185607589320164,"score_spread":0.1798050841028808,"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."}}