{"id":"W4288961588","doi":"10.1051/nss/2019018","title":"Ouvrages en débat","year":2019,"lang":"fr","type":"article","venue":"Natures Sciences Sociétés","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Ministère des Transports","funders":"","keywords":"Geography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002952725,0.001551157,0.001566503,0.003285754,0.005137695,0.008525342,0.001813509,0.005041256,0.2026397],"category_scores_gemma":[0.02351655,0.000472998,0.001317739,0.003449932,0.002503108,0.0061292,0.003548981,0.006175278,0.06714982],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004382424,"about_ca_system_score_gemma":0.004096854,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03162083,"about_ca_topic_score_gemma":0.03238501,"domain_scores_codex":[0.9959872,0.00117816,0.0003353576,0.0006249759,0.001373771,0.0005004969],"domain_scores_gemma":[0.9884637,0.002805094,0.0008663026,0.001494892,0.005458247,0.0009118145],"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":[0.00007234736,0.00002512671,0.0004219407,0.0002912884,0.00002367804,0.0002323033,0.0004121901,0.00006072473,0.0002071586,0.02107649,0.9302931,0.04688359],"study_design_scores_gemma":[0.000004544427,0.000004058986,0.0002796584,0.0001108737,0.000004355837,0.00008993793,0.0001747098,0.00002036943,0.0000634819,0.001164403,0.9980776,0.00000605489],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"commentary","genre_scores_codex":[0.00223191,0.08548062,0.00215562,0.2185011,0.5129198,0.00005434826,0.002395993,0.0006712175,0.1755894],"genre_scores_gemma":[0.02791242,0.04337988,0.002014753,0.04784739,0.1714945,0.0001154135,0.002349528,0.0008965574,0.7039896],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.2026397,"threshold_uncertainty_score":0.6778975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06446514924813461,"score_gpt":0.3859709271708002,"score_spread":0.3215057779226656,"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."}}