{"id":"W6908831364","doi":"10.3389/frhs.2024.1365785.s001","title":"Datasheet1_Adult psychiatric inpatient admissions and length of stay before and during the COVID-19 pandemic in a large urban hospital setting in Vancouver, British Columbia.docx","year":2024,"lang":"en","type":"dataset","venue":"Figshare","topic":"History and Theory of Mathematics","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pandemic; Mental health; Anxiety; Personality disorders; Mental illness; Health care; Retrospective cohort study; Cohort; Psychiatric hospital","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":[],"category_scores_codex":[0.0005009648,0.0002907295,0.0005809499,0.0001920631,0.0002342471,0.0001319264,0.0004322569,0.0003320887,0.01256001],"category_scores_gemma":[0.006478753,0.0003191102,0.00008027209,0.0003281587,0.00003243035,0.0001379893,0.0005912918,0.000953228,0.00003808644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002076809,"about_ca_system_score_gemma":0.0003007469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004267443,"about_ca_topic_score_gemma":0.1920689,"domain_scores_codex":[0.9978316,0.0001776306,0.0007625924,0.0005192908,0.000330112,0.0003787631],"domain_scores_gemma":[0.9979532,0.0007374188,0.0004499108,0.0005852889,0.00004090885,0.0002333227],"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":[0.000007444282,0.000229335,0.001367925,0.01191697,0.00003335065,0.0001299917,0.00167598,5.021788e-7,7.032737e-8,0.000006161733,0.9845473,0.00008495919],"study_design_scores_gemma":[0.001075583,0.0001134641,0.0006317663,0.007551725,0.00008864895,0.00008073219,0.0009008963,0.00004106536,1.26443e-7,0.005328401,0.9837684,0.0004191768],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"dataset","genre_gemma":"dataset","genre_scores_codex":[0.02800943,0.001231829,1.760978e-7,0.00001747692,0.0001651795,0.0009105467,0.9695964,0.00004416425,0.00002478861],"genre_scores_gemma":[0.002854518,0.0001116717,0.000127888,0.00009839331,0.00008911998,0.0002258136,0.9961603,0.00005392043,0.0002783997],"genre_candidate":"dataset","genre_consensus":"dataset","teacher_disagreement_score":0.1916422,"threshold_uncertainty_score":0.9999261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.019246897677757,"score_gpt":0.2778720075206041,"score_spread":0.2586251098428471,"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."}}