{"id":"W4387585330","doi":"10.1093/analys/anac067","title":"Social Systems and Individual Viewpoints:A Response to Critics","year":2023,"lang":"en","type":"article","venue":"Analysis","topic":"Social and Cultural Dynamics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"York University","funders":"","keywords":"Viewpoints; Sociology; Humanities; Art; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001132056,0.00006492045,0.0001896073,0.000184899,0.0008347298,0.0001728505,0.0001405783,0.00008495906,0.00003645767],"category_scores_gemma":[0.0004130502,0.00006026792,0.0001129074,0.003130903,0.0001059486,0.00007849322,0.0000575179,0.00005735841,0.0001391597],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004509812,"about_ca_system_score_gemma":0.00003953149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001884366,"about_ca_topic_score_gemma":0.002216295,"domain_scores_codex":[0.9987433,0.0003369971,0.0001340883,0.0001608761,0.0003795574,0.0002451618],"domain_scores_gemma":[0.9995268,0.0001656237,0.00003139095,0.00006161442,0.00009610273,0.0001184447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0002267785,0.0001045723,0.1013808,0.0000526771,0.004601371,0.00009266732,0.5833007,0.0004832499,0.0006162969,0.2074591,0.07490167,0.0267802],"study_design_scores_gemma":[0.0002944562,0.00006242129,0.5823649,0.00001495601,0.002585504,4.934185e-7,0.2119664,0.001246358,0.000004597147,0.004453156,0.1963957,0.0006110504],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879055,0.00005828864,0.00004286558,0.00939419,0.0001098301,0.00009694631,0.00003549939,0.0001258251,0.002231079],"genre_scores_gemma":[0.9935,0.00005664371,0.00002085252,0.000334044,0.0002370197,0.0000142258,0.00001964512,0.000004672841,0.005812911],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4809841,"threshold_uncertainty_score":0.6420151,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06114384819738021,"score_gpt":0.3766637085122609,"score_spread":0.3155198603148807,"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."}}