{"id":"W7128653516","doi":"","title":"L'eau: un problème pernicieux","year":2024,"lang":"fr","type":"article","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Water Governance and Infrastructure","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Publics; Face (sociological concept); Work (physics); Quarter (Canadian coin)","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","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.004326196,0.0003037435,0.0002746929,0.00009893817,0.0007409648,0.0008781495,0.001064598,0.0003213829,0.003276493],"category_scores_gemma":[0.0006790914,0.000308097,0.0002555323,0.001109473,0.0009063431,0.0007365711,0.0003275534,0.0005863954,0.0008995091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002665185,"about_ca_system_score_gemma":0.0005138371,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005779485,"about_ca_topic_score_gemma":0.003586227,"domain_scores_codex":[0.9934664,0.004087144,0.0004416144,0.0006984216,0.0006535487,0.0006528363],"domain_scores_gemma":[0.9969125,0.0008109249,0.0001833619,0.0009354292,0.0008938497,0.000263967],"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":[0.000003024988,0.000155386,0.0006135191,0.0001400983,0.00006696922,0.00001884552,0.05605687,0.000009325244,0.0009486372,0.7471569,0.01908591,0.1757446],"study_design_scores_gemma":[0.0002155528,5.81297e-7,0.001899509,0.002020519,0.00006354259,0.00001822626,0.0007592199,0.004565259,0.01118347,0.02407688,0.9547994,0.000397841],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1439476,0.04688133,0.03442477,0.2755522,0.003349265,0.0006529858,0.0001901196,0.0006600333,0.4943418],"genre_scores_gemma":[0.6757615,0.00447812,0.00952914,0.0003516726,0.0002267039,0.00002527576,0.00006664575,0.00005420551,0.3095068],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9357135,"threshold_uncertainty_score":0.9999371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009818188025315908,"score_gpt":0.230413405536798,"score_spread":0.220595217511482,"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."}}