{"id":"W3008730787","doi":"10.7202/1074829ar","title":"Observation des comportements agressifs des patients hospitalisés : entre devoir d’identification précoce de l’agressivité, risques de stigmatisation et exigences thérapeutiques","year":2021,"lang":"fr","type":"article","venue":"Psychiatrie et violence","topic":"Health, Medicine and Society","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Humanities; Political science; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.00483755,0.0004858246,0.0005417567,0.0001161846,0.001675995,0.0001564942,0.0004383998,0.0009837908,0.0004328315],"category_scores_gemma":[0.002223706,0.0005050921,0.0001850857,0.0008473873,0.0005062667,0.00154392,0.0001453096,0.001596254,0.00009597026],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001091366,"about_ca_system_score_gemma":0.004395093,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003192836,"about_ca_topic_score_gemma":0.00377131,"domain_scores_codex":[0.9896768,0.005703952,0.00166064,0.0008583357,0.000852563,0.001247689],"domain_scores_gemma":[0.9948361,0.001224834,0.001319636,0.0006454,0.00142788,0.0005461307],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003407253,0.00091783,0.8053799,0.002800628,0.00008219171,0.000009994363,0.08692423,0.00004582918,0.0001489353,0.002416747,0.007678165,0.09356147],"study_design_scores_gemma":[0.001049039,0.0001917254,0.9249864,0.009772304,0.0002050143,0.000005531703,0.02460492,0.00107226,0.000662151,0.03334181,0.003658312,0.0004505222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9427885,0.02127021,0.01872575,0.01180037,0.002891268,0.001255774,0.0002310859,0.0001842697,0.0008527785],"genre_scores_gemma":[0.8922144,0.07158279,0.02619027,0.007578148,0.0005357774,0.0002003817,0.0007023996,0.00006422304,0.0009315995],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1196065,"threshold_uncertainty_score":0.9997401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05654551036515433,"score_gpt":0.4059284121020886,"score_spread":0.3493829017369343,"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."}}