{"id":"W7000389520","doi":"","title":"Feature Story: New Fulbright Canada Research Chair developing ways to better interpret comprehensive mental health assessments among children, youth, and adults","year":2020,"lang":"en","type":"other","venue":"oURspace (University of Regina)","topic":"Manufacturing Process and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Anxiety; Mood; Feature (linguistics); Data collection; MEDLINE; Child health; Needs assessment","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"],"consensus_categories":[],"category_scores_codex":[0.00004799217,0.0002328419,0.0003549209,0.0002617154,0.0001576461,0.00002395213,0.0002655093,0.00015982,0.00001516638],"category_scores_gemma":[0.000003202489,0.0002895003,0.00003058403,0.0001992134,0.0000516778,0.0000814669,0.0001624096,0.000465578,0.000002837838],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000427309,"about_ca_system_score_gemma":0.0003216476,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02757655,"about_ca_topic_score_gemma":0.2362643,"domain_scores_codex":[0.9989423,0.00003766455,0.0000132809,0.0003507003,0.0003457221,0.0003103431],"domain_scores_gemma":[0.9994131,0.00001184465,0.00007247231,0.0001808358,0.00004331509,0.0002783783],"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":[0.00001744272,0.000001424644,0.0002411214,0.0003388116,0.0001015616,0.000008057539,0.001451476,0.0003354814,0.000001027986,0.00001559896,0.9956809,0.001807075],"study_design_scores_gemma":[0.0004341143,0.00005820993,0.002218746,0.001267515,0.00001458822,0.000001890966,0.002278806,0.0005996714,0.00001079589,3.275585e-7,0.9928303,0.0002850403],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.02013702,0.001578702,0.05820215,0.9139324,0.0006044497,0.001391311,0.0005064202,0.0003612676,0.003286222],"genre_scores_gemma":[0.03681629,0.006182165,0.0966923,0.001533741,0.0009523014,0.000003715347,0.002346036,0.001393916,0.8540795],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9123987,"threshold_uncertainty_score":0.9999557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01504548327543286,"score_gpt":0.2227700551470397,"score_spread":0.2077245718716069,"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."}}