{"id":"W2049877836","doi":"10.1080/02723638.2014.923143","title":"Automated (post)positivism","year":2014,"lang":"en","type":"article","venue":"Urban Geography","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":36,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Zombie; Sociology; Neoliberalism (international relations); Positivism; Media studies; Politics; Aesthetics; Law; Political science; Political economy; Computer security; Art; Computer science","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":[],"category_scores_codex":[0.0001583416,0.0001504218,0.0001343807,0.0003615651,0.000278707,0.0002165498,0.0001872014,0.00003393069,0.0003899855],"category_scores_gemma":[0.00005570204,0.0001355751,0.00008696424,0.0007618046,0.00005291238,0.0004210175,0.0001664183,0.00005128915,0.0008523004],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004355475,"about_ca_system_score_gemma":0.000001706069,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001624951,"about_ca_topic_score_gemma":0.00002438656,"domain_scores_codex":[0.9991759,0.000006413471,0.0001501725,0.0002202017,0.0002147457,0.0002325816],"domain_scores_gemma":[0.9995638,0.00002387712,0.00009032049,0.0001592834,0.0001537265,0.0000090658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000009692429,0.00006904686,0.6502762,0.00008539403,0.00009259893,0.00000256993,0.00002297956,0.00001891079,0.0000659715,0.137756,0.2099791,0.001621552],"study_design_scores_gemma":[0.0003116304,0.000009263339,0.5492015,0.00001549242,0.00005749641,1.863605e-7,0.0000249106,0.003699042,0.00001061398,0.003548349,0.4428934,0.0002281107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2378304,0.000679219,0.004131728,0.004367011,0.001441281,0.0006516404,0.000005254166,0.005542303,0.7453512],"genre_scores_gemma":[0.9931378,0.000004857934,0.0002271495,0.005035899,0.0009740665,0.0000107008,0.00007343218,0.000024401,0.0005117123],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7553074,"threshold_uncertainty_score":0.9999257,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004436860535962416,"score_gpt":0.1746241462351299,"score_spread":0.1701872856991675,"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."}}