{"id":"W3199041286","doi":"10.31579/2690-8794/059","title":"Psychiatric Hospitalizations, Suicides & At Math","year":2021,"lang":"en","type":"article","venue":"Clinical Medical Reviews and Reports","topic":"Earth Systems and Cosmic Evolution","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Saint John Regional Hospital","funders":"","keywords":"Mental illness; Parabola; Psychiatry; Psychology; Medicine; Mental health; Mathematics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003632,0.0001736309,0.0001654954,0.001043717,0.001251546,0.001433138,0.0002429811,0.00061032,0.01261232],"category_scores_gemma":[0.003448889,0.0001134263,0.0002469478,0.0008560944,0.001244651,0.001112482,0.001197154,0.001787624,0.001824373],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001577046,"about_ca_system_score_gemma":0.001166223,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007618293,"about_ca_topic_score_gemma":0.01117602,"domain_scores_codex":[0.9994441,0.0001872749,0.00005654699,0.00004892959,0.0001612758,0.0001018035],"domain_scores_gemma":[0.9988059,0.0002797711,0.0003922255,0.00006089899,0.0002126502,0.0002485481],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001050884,0.0001710088,0.05369104,0.001257423,0.000102803,0.002022109,0.007354505,0.0002957829,0.0003565985,0.1162509,0.4276476,0.3907451],"study_design_scores_gemma":[0.00002188671,0.0001911453,0.1809209,0.003376867,0.00005114891,0.007165694,0.01631614,0.0003228896,0.0005597018,0.03677531,0.7542276,0.00007087967],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.109009,0.2409261,0.001333121,0.2941183,0.008505458,0.00008754789,0.002869096,0.0002348493,0.3429165],"genre_scores_gemma":[0.6205266,0.2794698,0.001102537,0.02343685,0.006677552,0.00007032552,0.001127385,0.00008685907,0.0675021],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01261232,"threshold_uncertainty_score":0.0421924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04585946963216064,"score_gpt":0.3398873982131593,"score_spread":0.2940279285809986,"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."}}