{"id":"W4403249251","doi":"10.53738/revmed.2024.20.890.1830","title":"Trois perspectives professionnelles pour optimiser les traitements en EMS","year":2024,"lang":"fr","type":"article","venue":"Revue Médicale Suisse","topic":"Healthcare Systems and Practices","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"ASTER","funders":"","keywords":"Political science; Medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.004382523,0.0005699818,0.0008562404,0.0003220806,0.001231953,0.0001723714,0.0004695489,0.001460421,0.02094145],"category_scores_gemma":[0.002206574,0.0005053676,0.0003916974,0.0006871234,0.0002414851,0.0007020179,0.0002302787,0.003479872,0.004418553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007266455,"about_ca_system_score_gemma":0.001704086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003280432,"about_ca_topic_score_gemma":0.0004710593,"domain_scores_codex":[0.9882463,0.007204924,0.001470281,0.00111965,0.0005414188,0.001417426],"domain_scores_gemma":[0.9925885,0.005141536,0.0003546018,0.0006756742,0.0003241093,0.0009155591],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001881453,0.00113093,0.003797504,0.02974291,0.0005822991,0.001009192,0.1859568,0.00002725363,0.000590447,0.04880567,0.3505886,0.3775802],"study_design_scores_gemma":[0.0005603811,0.0001914908,0.001950119,0.01402213,0.0001638398,0.00008139956,0.1303811,0.001836626,0.00002301137,0.001171675,0.8491178,0.0005004475],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.06559048,0.4748254,0.001180757,0.4164433,0.01169804,0.00264494,0.000451003,0.0004895823,0.02667648],"genre_scores_gemma":[0.3192274,0.01386365,0.003133862,0.000505369,0.008402254,0.0003363039,0.00004519319,0.0001891973,0.6542968],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6276203,"threshold_uncertainty_score":0.9998359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1205664716827897,"score_gpt":0.4784014430415789,"score_spread":0.3578349713587893,"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."}}