{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02181438,0.001411195,0.001010638,0.005118459,0.006586142,0.00901276,0.004106256,0.003571537,0.01431085],"category_scores_gemma":[0.03106961,0.001087884,0.001463785,0.003368488,0.03804355,0.01879441,0.008371938,0.007942546,0.004574103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005842588,"about_ca_system_score_gemma":0.005242491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002838762,"about_ca_topic_score_gemma":0.002647035,"domain_scores_codex":[0.9766987,0.01650901,0.0008456028,0.00251946,0.002713599,0.0007136373],"domain_scores_gemma":[0.9827442,0.0103219,0.0005969703,0.004043707,0.001981006,0.0003121885],"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":[0.00001029047,0.000005262087,0.00003312131,0.00003645923,0.000002460624,0.00001985149,0.003734666,0.00005490038,0.0000553172,0.9885823,0.002873698,0.00459165],"study_design_scores_gemma":[0.00001721048,0.00001345255,0.00004699771,0.000156667,0.000008024129,0.0001283031,0.002225417,0.0006134119,0.0003127164,0.7813656,0.2150923,0.0000199208],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.004352211,0.003175184,0.6379739,0.01449959,0.002740912,0.0006284966,0.0004248105,0.0006702587,0.3355346],"genre_scores_gemma":[0.4248331,0.004046205,0.4458456,0.007370996,0.001877643,0.005332934,0.0008022014,0.001596407,0.1082948],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02181438,"threshold_uncertainty_score":0.1153669,"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."}}