{"id":"W3036807389","doi":"10.3917/comla1.204.0031","title":"Protéger les Lettres et les Sciences humaines et sociales « critiques »","year":2020,"lang":"fr","type":"article","venue":"Communication & langages","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Musée de la Civilisation","funders":"","keywords":"Humanities; Philosophy; Political science; Art; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000809289,0.0002542432,0.0002679423,0.00005693293,0.001566438,0.00356342,0.001547751,0.0001427558,0.00008666716],"category_scores_gemma":[0.0007410829,0.0002006086,0.0001232877,0.0004257764,0.001597371,0.004632704,0.00093808,0.0005550474,0.00005022565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000032261,"about_ca_system_score_gemma":0.000228828,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002632283,"about_ca_topic_score_gemma":0.0009671494,"domain_scores_codex":[0.9972435,0.001420053,0.0003361292,0.0003675068,0.0003168423,0.0003160316],"domain_scores_gemma":[0.9980096,0.0008018257,0.0001991588,0.0005457766,0.0002813934,0.0001622319],"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":[0.000003030947,0.0001025793,0.0007520957,0.00007725373,0.00002026651,0.000006748524,0.01145603,0.00004793747,0.001041223,0.9257398,0.04280327,0.01794982],"study_design_scores_gemma":[0.0004164405,0.0004070037,0.02849851,0.0007530253,0.00003857045,0.00003860318,0.004568149,0.003674464,0.002898925,0.06495341,0.8928855,0.0008673711],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01188917,0.06802566,0.007931946,0.6496149,0.0001669038,0.0004456998,0.00006307942,0.0004570808,0.2614055],"genre_scores_gemma":[0.9565598,0.00518807,0.01914692,0.01148605,0.0001820625,0.00003234315,0.00005326668,0.00002021323,0.00733122],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9446707,"threshold_uncertainty_score":0.9997334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.669270186487079,"score_gpt":0.4348653356235621,"score_spread":0.2344048508635169,"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."}}