{"id":"W2039078050","doi":"10.4000/rsl.486","title":"Le Liberlabo de PSL","year":2014,"lang":"fr","type":"article","venue":"Revue Sciences/Lettres","topic":"Cultural Insights and Digital Impacts","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Library and Archives Canada","funders":"","keywords":"PSL; Mathematics; Combinatorics","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":["scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.000820367,0.0002855806,0.0003104674,0.0001302273,0.0007095555,0.003361711,0.00154418,0.0001471747,0.00005421407],"category_scores_gemma":[0.0004281413,0.0002347784,0.0001728296,0.001330661,0.001034289,0.004244013,0.0004431128,0.0002223021,0.0003399708],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000721725,"about_ca_system_score_gemma":0.0006142801,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003771273,"about_ca_topic_score_gemma":0.0007734203,"domain_scores_codex":[0.9972113,0.000186501,0.0003513643,0.0007725311,0.0004270981,0.001051215],"domain_scores_gemma":[0.9983256,0.0002588032,0.0001740154,0.0005787361,0.0001410578,0.0005218165],"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":[0.000001964337,0.0001060134,0.0001780549,0.0000485303,0.000007879153,0.00004795339,0.001399308,0.00119193,0.0009126042,0.8938,0.03159914,0.07070667],"study_design_scores_gemma":[0.0002568127,0.0004029402,0.002295861,0.0003609859,0.00001272996,0.0004979378,0.0001031675,0.05340627,0.002837823,0.07153428,0.8677546,0.0005365904],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.03271982,0.008973473,0.02695426,0.1039679,0.003638729,0.000214424,0.000009911422,0.0002290282,0.8232925],"genre_scores_gemma":[0.8078596,0.0001892356,0.01190422,0.006047185,0.001399476,0.000007004567,0.000002263461,0.00001780314,0.1725732],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.8361555,"threshold_uncertainty_score":0.9976729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1789715115206732,"score_gpt":0.3015145063929751,"score_spread":0.1225429948723019,"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."}}