{"id":"W6918028522","doi":"10.58079/rr16","title":"Contrôle de l'eau : nouveaux problèmes, anciens problèmes","year":2022,"lang":"fr","type":"article","venue":"Industrias Culturais (Universidade de Coimbra)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Context (archaeology); Natural (archaeology); Perspective (graphical); Identification (biology)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001089666,0.0005288562,0.0005907297,0.0001909722,0.002837189,0.0003173358,0.001483681,0.0007637666,0.007106812],"category_scores_gemma":[0.0002943493,0.0005936848,0.0003720655,0.002247458,0.0009857647,0.001394184,0.000560159,0.002064689,0.0001423587],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004090518,"about_ca_system_score_gemma":0.002984928,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0170951,"about_ca_topic_score_gemma":0.001856499,"domain_scores_codex":[0.9944651,0.001033112,0.0004349333,0.0008258563,0.001143822,0.00209718],"domain_scores_gemma":[0.9978542,0.0001489597,0.0006001575,0.0004538832,0.0002421269,0.0007006771],"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":[0.0001674678,0.0003878202,0.004626369,0.00008181088,0.0003281514,0.0006577898,0.05542908,0.003623822,0.004139489,0.1215566,0.7953528,0.01364877],"study_design_scores_gemma":[0.002065026,0.0003485697,0.02565943,0.0001229844,0.000195189,0.0001777049,0.05443705,0.0005435791,0.0006313022,0.002394824,0.9125862,0.0008381993],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5462556,0.007097221,0.0003707106,0.2477189,0.005965992,0.002644215,0.002011926,0.000592026,0.1873434],"genre_scores_gemma":[0.7118739,0.0002795028,0.0009961468,0.002497045,0.001469282,0.0000739463,0.000111343,0.00006978277,0.282629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2452218,"threshold_uncertainty_score":0.9997326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02127719962619232,"score_gpt":0.2435745728878292,"score_spread":0.2222973732616369,"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."}}