{"id":"W2111341477","doi":"10.5539/ass.v6n12p3","title":"Intellectuals’ Political Orientations: Toward an Analytical Sociology","year":2010,"lang":"en","type":"article","venue":"Asian Social Science","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Politics; Sociology; Field (mathematics); Consciousness; Variable (mathematics); Class (philosophy); Epistemology; Social science; Class consciousness; Political science; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","insufficient_payload"],"consensus_categories":["sts"],"category_scores_codex":[0.004930607,0.0001204576,0.000193538,0.00008867262,0.003107696,0.0002054198,0.0008643875,0.0002913624,0.002189202],"category_scores_gemma":[0.006929122,0.0001112689,0.00009745605,0.0008382082,0.01315603,0.001191298,0.0001043845,0.000731495,0.0002048925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201956,"about_ca_system_score_gemma":0.0009697654,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003638245,"about_ca_topic_score_gemma":0.0001612047,"domain_scores_codex":[0.9969863,0.0008974835,0.0002418212,0.0004632293,0.0005489518,0.000862168],"domain_scores_gemma":[0.9980926,0.0008354715,0.00008547721,0.0001751567,0.0002361476,0.0005751287],"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":[0.00001564534,0.000068845,0.0008716345,6.795444e-7,0.000004068707,0.000004382447,0.04319148,5.716832e-9,0.0003903253,0.9328148,0.0001782905,0.0224598],"study_design_scores_gemma":[0.0001992643,0.0001686676,0.02535192,0.000001791104,0.00002156175,0.000004637864,0.1168362,0.0000176157,0.00008568697,0.6951628,0.1617954,0.0003544431],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1533051,0.00000692696,0.0004481568,0.02085268,0.0008613467,0.0001602619,0.000005613068,0.0001410895,0.8242188],"genre_scores_gemma":[0.9958125,0.000002622236,0.0004561089,0.001930541,0.001192588,0.00001166117,0.00000387478,0.00000607615,0.0005840437],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8425074,"threshold_uncertainty_score":0.9987229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1072024691149367,"score_gpt":0.4370259758842008,"score_spread":0.3298235067692641,"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."}}