{"id":"W4309608334","doi":"10.3390/ijerph192215127","title":"Predictors of Length of Hospitalization and Impact on Early Readmission for Mental Disorders","year":2022,"lang":"en","type":"article","venue":"International Journal of Environmental Research and Public Health","topic":"Schizophrenia research and treatment","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke; McGill University; Douglas Mental Health University Institute","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Mental health; Psychiatry; Emergency medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005971051,0.0002252348,0.0002526503,0.0006610687,0.0003867117,0.0006371964,0.000275753,0.0003357134,0.002148118],"category_scores_gemma":[0.005072451,0.0001809506,0.0007234673,0.0007862531,0.0001916009,0.0004564595,0.0006579903,0.0009541197,0.0001925133],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000424501,"about_ca_system_score_gemma":0.0004803121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009026176,"about_ca_topic_score_gemma":0.01805691,"domain_scores_codex":[0.9993925,0.0001992361,0.0001037605,0.00006650751,0.00008727876,0.0001506317],"domain_scores_gemma":[0.9951324,0.001129713,0.00249642,0.0001603846,0.0002735537,0.0008074982],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002108219,0.00001294967,0.9994323,0.000002951884,0.00001585095,0.00002311869,0.00001158382,0.00002100974,0.00001165052,0.000004191893,0.00002684323,0.0004164928],"study_design_scores_gemma":[8.743412e-7,0.00002275717,0.9996698,0.000004217481,0.0000085844,0.0000606358,0.00007807116,0.0001107207,0.00000858729,0.000009810678,0.0000243449,0.000001691568],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989644,0.0002380621,0.00005369611,0.0001175897,0.000008178301,0.000004006159,0.0003444232,0.000003106351,0.0002665211],"genre_scores_gemma":[0.9994885,0.00007839598,0.00004766766,0.00001596084,0.00001146802,0.000002746671,0.0002711352,0.000001378957,0.0000826307],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009026176,"threshold_uncertainty_score":0.01794726,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0380176762944287,"score_gpt":0.3876185835592578,"score_spread":0.3496009072648291,"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."}}