{"id":"W4392644555","doi":"10.3917/pls.557.0056","title":"Du sable à tout prix","year":2024,"lang":"fr","type":"article","venue":"Pour la Science","topic":"French Urban and Social Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"World Federation of Science Journalists","funders":"","keywords":"Art","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":[0.006894704,0.003090761,0.002586895,0.004827948,0.01274892,0.01589674,0.001594754,0.01324937,0.06117914],"category_scores_gemma":[0.02030978,0.0007964407,0.001969118,0.003156123,0.00790449,0.009224706,0.004049196,0.01658915,0.01132512],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02161365,"about_ca_system_score_gemma":0.01466734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1477156,"about_ca_topic_score_gemma":0.08423236,"domain_scores_codex":[0.9896551,0.005584892,0.0002646093,0.001256307,0.002289248,0.0009498599],"domain_scores_gemma":[0.9833934,0.008444538,0.0007461303,0.001092323,0.004211598,0.002111962],"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":[0.0003028529,0.00009911925,0.001893592,0.0004781983,0.0001349056,0.000695091,0.003143379,0.0005256822,0.0006423797,0.5812159,0.3498332,0.0610357],"study_design_scores_gemma":[0.00003790891,0.00003196522,0.002404646,0.0003014215,0.00001347735,0.0003484719,0.001408538,0.0002766556,0.0002675981,0.01375469,0.9811133,0.00004135321],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01126027,0.181728,0.005457462,0.5799187,0.06016028,0.00005619895,0.0007190774,0.0007066348,0.1599934],"genre_scores_gemma":[0.2089782,0.06173452,0.006205261,0.05415141,0.06966416,0.0002427197,0.0006233693,0.001009066,0.5973914],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1477156,"threshold_uncertainty_score":0.2937117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02854771981917786,"score_gpt":0.2829534356093411,"score_spread":0.2544057157901632,"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."}}