{"id":"W2748934863","doi":"10.1093/cje/bex048","title":"Cambridge Social Ontology: Clarification, Development and Deployment","year":2017,"lang":"en","type":"article","venue":"Cambridge Journal of Economics","topic":"Critical Realism in Sociology","field":"Social Sciences","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Ontology; Realm; Constructive; Sociology; Variety (cybernetics); Social ontology; Field (mathematics); Epistemology; Social science; Engineering ethics; Positive economics; Political science; Computer science; Economics; Engineering; Process (computing); Law; Artificial intelligence; Philosophy","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001633242,0.00010353,0.0003169184,0.00005801909,0.001409108,0.0001913993,0.0004765518,0.0002024321,0.00001091119],"category_scores_gemma":[0.000855842,0.0001091786,0.00008120526,0.00001497129,0.0009646381,0.0003247448,0.00008099573,0.0002602115,0.00001314501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003788865,"about_ca_system_score_gemma":0.0006225598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002104613,"about_ca_topic_score_gemma":0.0004395173,"domain_scores_codex":[0.9988189,0.0001205042,0.0005245616,0.0001526889,0.00008303175,0.0003003315],"domain_scores_gemma":[0.9985927,0.0001765322,0.0006371725,0.0001670946,0.0002152134,0.000211305],"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":[0.00005372546,0.00007475889,0.02179668,0.00001256398,0.0001153013,0.00002607291,0.007938244,0.000001890142,0.00005689222,0.9259183,0.01256917,0.03143635],"study_design_scores_gemma":[0.0009885785,0.00006806874,0.3453608,0.0000184552,0.00006581983,0.00005728407,0.005770696,0.00002137043,0.0003039144,0.00238777,0.6446571,0.0003002175],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9712545,0.0002373743,0.0002483385,0.01155703,0.0008503334,0.00008814369,0.000006564104,0.000008684287,0.01574904],"genre_scores_gemma":[0.9962381,0.0005154731,0.001241602,0.0004404201,0.0008921145,0.000003487696,0.000001610546,0.00001198597,0.0006552492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9235306,"threshold_uncertainty_score":0.9998909,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07547844665522033,"score_gpt":0.3514160781739619,"score_spread":0.2759376315187416,"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."}}