{"id":"W4385601075","doi":"10.59962/9780774826655","title":"The Public Sociology Debate","year":2014,"lang":"en","type":"book","venue":"University of British Columbia Press eBooks","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Sociology; Social science; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.001986356,0.0000996275,0.000379699,0.0000140564,0.002222844,0.0002535873,0.001127658,0.0007261001,0.0004216283],"category_scores_gemma":[0.0003872849,0.0001791535,0.0002623957,0.00001096955,0.005036767,0.0001336738,0.000282352,0.0006400472,0.00002110735],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001284428,"about_ca_system_score_gemma":0.0007320825,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07472846,"about_ca_topic_score_gemma":0.3569337,"domain_scores_codex":[0.9969828,0.001807621,0.0001946412,0.0003342384,0.0003040922,0.0003766614],"domain_scores_gemma":[0.9963652,0.002426236,0.0004725477,0.0003011615,0.0002770307,0.0001577669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003495744,0.00001974918,0.00003042908,0.00002904566,0.000202928,0.0001354667,0.002837485,8.784158e-8,4.199e-7,0.2268692,0.6801977,0.08964248],"study_design_scores_gemma":[0.0002064528,0.00004950003,0.00004348144,0.00004770853,0.00005456105,0.000004966835,0.0008766115,0.000001028147,2.975278e-8,0.07293546,0.9255955,0.000184651],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0004431076,0.001007339,0.00004070394,0.0003647663,0.0004041658,0.0003667522,0.0001068369,0.00009836051,0.9971679],"genre_scores_gemma":[0.01662418,0.001166668,0.00002721114,0.0001467858,0.0002293375,8.517932e-7,0.00002012379,0.00001274374,0.9817721],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2822052,"threshold_uncertainty_score":0.9990761,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03957381551468807,"score_gpt":0.2374265539573767,"score_spread":0.1978527384426886,"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."}}