{"id":"W4404085613","doi":"10.33137/aestimatio.v4.43007","title":"2023 Books Received / Livres reçus","year":2024,"lang":"en","type":"article","venue":"Aestimatio Sources and Studies in the History of Science","topic":"Diverse Historical and Scientific Studies","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Art","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.0009634238,0.00009474871,0.0001686922,0.0001766684,0.0006597021,0.00007484673,0.0003135462,0.00001017299,0.00007698891],"category_scores_gemma":[0.0001787244,0.00005538707,0.00003741066,0.0001313493,0.01157839,0.0002429169,0.0001196461,0.00008367436,0.00002391862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001778472,"about_ca_system_score_gemma":0.00005437795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002443953,"about_ca_topic_score_gemma":0.0001514553,"domain_scores_codex":[0.9989967,0.00002712549,0.0001961036,0.000249843,0.0003650621,0.0001651434],"domain_scores_gemma":[0.999472,0.0002219215,0.00004949304,0.0001336417,0.00009950558,0.00002344155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000004478696,0.00002271945,0.00003165392,0.0001163939,0.00001710186,0.000009796056,0.7129269,0.000008964177,0.00003019676,0.1313382,0.1507521,0.004741414],"study_design_scores_gemma":[0.00005187936,0.00006997646,0.000140661,0.0001402434,0.00002109961,0.000003250317,0.07525695,0.000726351,0.000002196864,0.003875076,0.9196096,0.000102682],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1679253,0.2651529,0.00001927597,0.001934187,0.02608886,0.0003058757,0.00001870572,0.0001024454,0.5384524],"genre_scores_gemma":[0.8686363,0.000727035,0.0001177167,0.000164866,0.0001032274,0.0000192764,3.023505e-7,0.000004049959,0.1302273],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7688575,"threshold_uncertainty_score":0.9911115,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1473522984146882,"score_gpt":0.2874873973873558,"score_spread":0.1401350989726676,"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."}}