{"id":"W4366493620","doi":"10.46692/9781529214611.004","title":"How Optimal Marginality Created a Public Sociologist","year":2021,"lang":"en","type":"other","venue":"","topic":"Contemporary Sociological Theory and Practice","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Sociology; Psychoanalysis; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007596359,0.0004895246,0.00065732,0.001441565,0.01295016,0.01750064,0.001303311,0.004336393,0.01590745],"category_scores_gemma":[0.01445072,0.000434586,0.0005696939,0.0007140131,0.04626208,0.01652314,0.01337568,0.005486282,0.001910845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009590415,"about_ca_system_score_gemma":0.007045264,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003981837,"about_ca_topic_score_gemma":0.004932426,"domain_scores_codex":[0.9930419,0.003511625,0.0001364414,0.001214778,0.0008299734,0.001265242],"domain_scores_gemma":[0.9938214,0.001858151,0.0005571523,0.001012625,0.0011999,0.001550791],"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":[0.00001092429,0.00001491282,0.0005666349,0.00001636196,0.000004189527,0.00005932846,0.005808798,0.00005162112,0.00009496062,0.9873968,0.002628528,0.003346874],"study_design_scores_gemma":[0.00001473727,0.00002391848,0.0005456365,0.0001074632,0.00001210854,0.000141946,0.009678259,0.000226007,0.000248492,0.8906734,0.0983137,0.0000143115],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1215423,0.003651637,0.03022274,0.1416613,0.001184876,0.00009230742,0.0001237982,0.0002053184,0.7013158],"genre_scores_gemma":[0.97755,0.0004267572,0.001835262,0.003753532,0.000227881,0.00005654496,0.00002265966,0.0001155558,0.01601176],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01750064,"threshold_uncertainty_score":0.06958365,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1788052439056218,"score_gpt":0.3761492226395286,"score_spread":0.1973439787339068,"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."}}