{"id":"W7140011209","doi":"","title":"Saturation","year":2025,"lang":"fr","type":"other","venue":"Cairn.info","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Work (physics); Dowry; Process (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01893266,0.001293394,0.002118918,0.008020351,0.003967556,0.006402625,0.003783087,0.003737937,0.5279022],"category_scores_gemma":[0.09706978,0.001298589,0.001598103,0.006731315,0.002142859,0.005019616,0.004612109,0.004315432,0.1880334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009416471,"about_ca_system_score_gemma":0.04147837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02440277,"about_ca_topic_score_gemma":0.0140939,"domain_scores_codex":[0.9798982,0.006959762,0.003135789,0.003069236,0.005000154,0.001936786],"domain_scores_gemma":[0.9385836,0.01427861,0.002567185,0.007016758,0.03459697,0.002956842],"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":[0.000463744,0.00007822009,0.0007767151,0.006658858,0.00003567103,0.0001153008,0.002021245,0.0001160104,0.0002780728,0.01431687,0.8862122,0.08892719],"study_design_scores_gemma":[0.0002828397,0.00007748424,0.00328753,0.004843384,0.00001674834,0.00008537521,0.002665735,0.0002842704,0.0002550097,0.007640405,0.9805219,0.00003925707],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.006572382,0.002315592,0.011854,0.038929,0.01163199,0.05898305,0.2905376,0.003595887,0.5755805],"genre_scores_gemma":[0.07175495,0.003955928,0.02580838,0.03249493,0.003064722,0.3146151,0.09510464,0.003000484,0.4502009],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.5279022,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005861111061286391,"score_gpt":0.2361114003892373,"score_spread":0.2302502893279509,"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."}}