{"id":"W4399654945","doi":"10.33137/aestimatio.v4.43078","title":"Labeling Thoughts","year":2024,"lang":"en","type":"article","venue":"Aestimatio Sources and Studies in the History of Science","topic":"Ancient Near East History","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University College London; Alexander von Humboldt-Stiftung","keywords":"Physiognomy; Art; Anthropology; History; Sociology","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":[0.002236123,0.00084945,0.0002866496,0.002402652,0.005567054,0.008678336,0.001081215,0.00279941,0.03669888],"category_scores_gemma":[0.008552413,0.0003697924,0.0004895675,0.002739707,0.0123982,0.01064007,0.002491821,0.003832169,0.008173869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005125202,"about_ca_system_score_gemma":0.002240107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006538193,"about_ca_topic_score_gemma":0.009102904,"domain_scores_codex":[0.9977489,0.001131107,0.00007035051,0.0003254315,0.0005460873,0.0001782282],"domain_scores_gemma":[0.997034,0.001627827,0.0002529798,0.0004186441,0.0005010697,0.000165551],"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":[0.00002133492,0.000005442794,0.0001009582,0.0001105443,0.000002831607,0.0001280199,0.03664511,0.00007623058,0.0002512403,0.8332839,0.1053222,0.02405215],"study_design_scores_gemma":[0.00000287671,0.000003499856,0.00009475515,0.0001621344,0.000002290348,0.000128689,0.00898468,0.00006796664,0.0002212307,0.06860371,0.9217197,0.000008570017],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.00578538,0.007177634,0.03507577,0.06170968,0.007780073,0.00007304343,0.0006658403,0.0009066079,0.880826],"genre_scores_gemma":[0.4264394,0.0107671,0.03988479,0.0268658,0.005271023,0.0002940239,0.00164858,0.00298724,0.4858421],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03669888,"threshold_uncertainty_score":0.12277,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1210879365986571,"score_gpt":0.3012582062007392,"score_spread":0.1801702696020821,"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."}}