{"id":"W7015465953","doi":"","title":"Student Mental Health Framework: A Guide for Supporting Students in Distress","year":2009,"lang":"en","type":"report","venue":"Carleton University's Institutional Repository (MacOdrum Library, Carleton University)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Set (abstract data type); Distress; Mental health service; Service (business); Mental distress","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","sts","research_integrity"],"consensus_categories":["metaepi_narrow","research_integrity"],"category_scores_codex":[0.001294926,0.002030471,0.002666448,0.006180195,0.003192978,0.000614692,0.004991167,0.001851492,0.0001481042],"category_scores_gemma":[0.0002567817,0.002740639,0.001782209,0.003918468,0.001237606,0.003741662,0.002555795,0.002652895,0.00007398549],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.02245533,"about_ca_system_score_gemma":0.01819319,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00147578,"about_ca_topic_score_gemma":0.0003419402,"domain_scores_codex":[0.9859602,0.0010665,0.002082272,0.003487997,0.004829773,0.002573284],"domain_scores_gemma":[0.9921906,0.0004406501,0.003033005,0.001797304,0.0009213667,0.001617085],"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":[0.006928097,0.007341784,0.2084731,0.003238174,0.005125266,0.04565383,0.005056812,0.006834735,0.0014474,0.1005783,0.6013196,0.008002947],"study_design_scores_gemma":[0.005165522,0.0005592145,0.02241806,0.00294019,0.0005765829,0.0004202658,0.004517251,0.00006763292,0.0002530145,0.00006033993,0.9606752,0.002346736],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.181014,0.00326112,0.001993347,0.001896298,0.01259978,0.01043538,0.017029,0.002652382,0.7691186],"genre_scores_gemma":[0.382564,0.006154802,0.005075224,0.001207778,0.003614903,0.00001888769,0.01790541,0.0009188682,0.5825401],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3593557,"threshold_uncertainty_score":0.999648,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01742416788265223,"score_gpt":0.2965946587114064,"score_spread":0.2791704908287542,"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."}}