{"id":"W4403924100","doi":"10.1093/ccc/tcae042","title":"Controlled connection: Substack and writers of color","year":2024,"lang":"en","type":"article","venue":"Communication Culture and Critique","topic":"Literature, Film, and Journalism Analysis","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"Association for Education in Journalism and Mass Communication","keywords":"Connection (principal bundle); Mathematics; Geometry","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":[],"consensus_categories":[],"category_scores_codex":[0.0002003546,0.00008726284,0.0002114151,0.00006324986,0.0002429523,0.0003999761,0.00008649982,0.00005449391,0.0002758566],"category_scores_gemma":[0.00002923005,0.00006140022,0.00007084825,0.00004289523,0.0002088033,0.0002962951,0.00002646323,0.0001688755,0.000002388493],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005796112,"about_ca_system_score_gemma":0.00001134829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004658654,"about_ca_topic_score_gemma":0.000283102,"domain_scores_codex":[0.999441,0.0001086268,0.0002172319,0.000102739,0.00006358026,0.00006681895],"domain_scores_gemma":[0.9994039,0.0001551007,0.0000464339,0.0001746123,0.0001798237,0.0000401301],"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":[0.00005188547,0.00002864543,0.00004360291,0.0001384897,0.0001560475,0.000002107892,0.05976235,3.959084e-7,0.0002715008,0.9200151,0.01884443,0.0006854442],"study_design_scores_gemma":[0.0008885442,0.00006171505,0.00006578296,0.0002335374,0.0001995196,0.0000189193,0.01754813,0.0003658776,0.0001239784,0.01056297,0.9697953,0.0001357544],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.245807,0.469654,0.0003641924,0.02656698,0.0006817465,0.0008538995,0.00028089,0.0002861485,0.2555052],"genre_scores_gemma":[0.9827796,0.007914703,0.00008694317,0.0007868294,0.0001184828,0.00002014055,0.00006059534,0.00000687163,0.008225831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9509509,"threshold_uncertainty_score":0.3856979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01709871196538815,"score_gpt":0.2651598373152988,"score_spread":0.2480611253499106,"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."}}