{"id":"W4237457507","doi":"10.32920/ryerson.14637018.v1","title":"Review [untitled]","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Political theory and Gramsci","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Intellect; Pessimism; Politics; Post truth; Art history; Sociology; Media studies; Political science; Art; Philosophy; Epistemology; Law","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0008102726,0.00007366925,0.0002007766,0.0000110575,0.0001178049,0.00008126676,0.0002634321,0.0001511131,0.03242225],"category_scores_gemma":[0.0006882743,0.00006499865,0.0001508333,0.00007785701,0.0001672953,0.00002865092,0.0002764243,0.000262116,0.0006055242],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004209692,"about_ca_system_score_gemma":0.0003342368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665572,"about_ca_topic_score_gemma":0.0005755774,"domain_scores_codex":[0.9989882,0.0003076824,0.000125645,0.0001924943,0.0001665181,0.0002194564],"domain_scores_gemma":[0.9994247,0.00008693295,0.00003045161,0.0002545311,0.00006949975,0.000133899],"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":[2.267745e-7,0.00001670761,0.00001590993,0.0005498755,0.000009736298,0.000005647188,0.0002552444,9.941334e-8,4.319577e-7,0.9642029,0.03210902,0.002834138],"study_design_scores_gemma":[0.00001163572,0.000001297093,0.00001383728,0.001712863,0.00002394997,2.05224e-7,0.0002191495,5.14809e-7,0.000009609188,0.1456629,0.8522334,0.0001106708],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.0002605372,0.03286155,0.0001356907,0.005747466,0.0006055055,0.0001728241,0.000004221584,0.00008461941,0.9601276],"genre_scores_gemma":[0.2027571,0.3845325,0.00305408,0.09908275,0.003199375,0.0001376096,0.0001367083,0.00004260262,0.3070573],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8201244,"threshold_uncertainty_score":0.9684622,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08286395303342423,"score_gpt":0.4280975391966064,"score_spread":0.3452335861631821,"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."}}