{"id":"W2500276027","doi":"10.7202/1037043ar","title":"Réfléchir par l’histoire du livre","year":2016,"lang":"fr","type":"article","venue":"Mémoires du livre","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Philosophy; 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":["metaepi_narrow","scholarly_communication","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002162495,0.000607112,0.0005033806,0.00011385,0.000785867,0.001624286,0.001228113,0.0003155873,0.000660301],"category_scores_gemma":[0.0003510604,0.0003696806,0.000360011,0.000514211,0.0007369828,0.005032557,0.0007527483,0.000230306,0.002746934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003215454,"about_ca_system_score_gemma":0.0002589512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008927594,"about_ca_topic_score_gemma":0.0002786513,"domain_scores_codex":[0.9966311,0.000150912,0.0005831736,0.0009405735,0.0005809522,0.001113236],"domain_scores_gemma":[0.9972576,0.0002936504,0.0002505983,0.001078764,0.0003560229,0.0007633817],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003289088,0.0005947411,0.0008065809,0.00007313053,0.00007215533,0.0008126751,0.00273345,0.00001070797,0.001216889,0.3332576,0.4624794,0.1979098],"study_design_scores_gemma":[0.0008213222,0.0005623456,0.007386964,0.0006781875,0.00003484522,0.0005974314,0.00005823922,0.0006173254,0.001219813,0.01205929,0.9751865,0.0007777496],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06304789,0.03929755,0.01168952,0.2553274,0.01661278,0.0007532907,0.0002327444,0.0009496261,0.6120892],"genre_scores_gemma":[0.7418078,0.001549849,0.00092504,0.002988646,0.002203868,0.00001668192,0.000007756552,0.00005235749,0.2504481],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6787599,"threshold_uncertainty_score":0.9998755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07090510305385445,"score_gpt":0.2502903984658693,"score_spread":0.1793852954120149,"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."}}