{"id":"W4390653090","doi":"10.5840/symposium202327218","title":"Russon's Method of Authorless Description","year":2023,"lang":"en","type":"article","venue":"Symposium","topic":"Critical Theory and Philosophy","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hegelianism; Openness to experience; Realm; TRACE (psycholinguistics); Epistemology; Democracy; Philosophy; Sociology; Political science; Law; Psychology; Social psychology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001386561,0.00004615746,0.00009888965,0.00006192041,0.0001883713,0.00002189135,0.0001375314,0.00006949968,0.0002044529],"category_scores_gemma":[0.0001329724,0.00004533672,0.00006302063,0.0004450342,0.000147123,0.0001072728,0.00002858767,0.00006392362,0.0002101658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000189894,"about_ca_system_score_gemma":0.00002683895,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001466948,"about_ca_topic_score_gemma":0.00001362966,"domain_scores_codex":[0.9990448,0.0003460321,0.0001092774,0.0001135238,0.0002014337,0.0001849198],"domain_scores_gemma":[0.9994994,0.0002442359,0.00002534423,0.0001055975,0.0000499411,0.00007545547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001092348,0.00001605356,0.0001261096,0.00001377927,0.000004977886,0.000002076926,0.004289454,0.00001151982,0.0135498,0.9801434,0.0006017266,0.00123018],"study_design_scores_gemma":[0.0001298035,0.00003820875,0.0003142559,0.00002495317,0.00002068593,5.650803e-7,0.002100001,0.0001066857,0.00553806,0.8220464,0.1695545,0.0001258502],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04201145,0.00003611676,0.006700678,0.02332673,0.001565303,0.0002456785,0.00002811222,0.0003608986,0.925725],"genre_scores_gemma":[0.9948393,0.00002758033,0.0007312302,0.00007862287,0.0003037991,0.000007230173,0.000004132062,0.000006307911,0.004001831],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9528278,"threshold_uncertainty_score":0.2701326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06116773927493277,"score_gpt":0.3808027702479916,"score_spread":0.3196350309730588,"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."}}