{"id":"W2998254493","doi":"10.33357/ys.88624","title":"The nature of urban sociology","year":2019,"lang":"fi","type":"article","venue":"Yhdyskuntasuunnittelu","topic":"Urbanization and City Planning","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"York University","funders":"","keywords":"Sociology","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":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00101019,0.0002042181,0.000328947,0.00006502755,0.0007870897,0.000092454,0.0008034093,0.0006860635,0.001590595],"category_scores_gemma":[0.0003116172,0.0001598529,0.0001673924,0.0004730653,0.0009476698,0.0001533462,0.0001175345,0.0008332909,0.001408595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008840691,"about_ca_system_score_gemma":0.0002900676,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002441559,"about_ca_topic_score_gemma":0.0001345145,"domain_scores_codex":[0.9976708,0.0004661466,0.0004208927,0.0003297839,0.0005449239,0.0005674528],"domain_scores_gemma":[0.9981069,0.0007308021,0.0003705342,0.0004287652,0.0002476212,0.0001153555],"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":[0.00008417397,0.0001282063,0.2524179,0.00007825564,0.0002571545,0.00000653803,0.06174451,0.00001823757,0.0009590799,0.5422734,0.1387801,0.003252455],"study_design_scores_gemma":[0.0003781302,0.0001074895,0.0222169,0.0000533352,0.00005021015,0.000001814462,0.01806366,0.00008535785,0.0002655409,0.001924487,0.9566086,0.0002444503],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7651995,0.009160661,0.0000180423,0.006939986,0.005352275,0.0006230677,0.00005607814,0.00008416014,0.2125662],"genre_scores_gemma":[0.9530073,0.0004225072,0.00002832862,0.001354435,0.0005732261,0.000004669684,0.0000222935,0.00002365203,0.04456352],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8178285,"threshold_uncertainty_score":0.9993689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01164828324698697,"score_gpt":0.2757847626600759,"score_spread":0.2641364794130889,"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."}}