{"id":"W4385785238","doi":"10.25236/ijnde.2023.051610","title":"A Study of Positive Psychological Orientation in Mental Health Education for Canadian High School Students","year":2023,"lang":"en","type":"article","venue":"International Journal of New Developments in Education","topic":"Resilience and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Earl Haig Secondary School","funders":"","keywords":"Mental health; Psychology; Set (abstract data type); Medical education; Medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006804196,0.00009731832,0.0001787375,0.001397803,0.00004554283,0.00002578978,0.0003853246,0.00005319374,0.00009039426],"category_scores_gemma":[0.00008280186,0.00009792443,0.00002851246,0.0005131884,0.00001315894,0.0002365224,0.00002116923,0.0001437561,0.00002594677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001952161,"about_ca_system_score_gemma":0.003712584,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03957248,"about_ca_topic_score_gemma":0.02736753,"domain_scores_codex":[0.9981189,0.0001179055,0.0008507082,0.0002012915,0.0004926205,0.0002186058],"domain_scores_gemma":[0.9989198,0.00004392713,0.0004742687,0.00008033508,0.0002694288,0.0002121873],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004201857,0.004465622,0.6962587,0.000007077276,0.00006358531,0.000006899034,0.04341603,0.00001866311,0.00003090085,0.0007696761,0.01817939,0.2363633],"study_design_scores_gemma":[0.00222694,0.0005182363,0.9502857,0.0001933464,0.000002760145,0.00003381385,0.04464711,7.703399e-7,0.00001940306,0.0006533943,0.001349502,0.00006905225],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988271,0.00005881664,0.00001382079,0.002140453,0.008025735,0.0009216772,0.00001327583,0.000003568145,0.0005516287],"genre_scores_gemma":[0.9965327,0.00009304031,0.0009301736,0.0007883636,0.0001967224,0.00008449896,0.0001506851,0.000009499363,0.001214274],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.254027,"threshold_uncertainty_score":0.9903805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04596485271312845,"score_gpt":0.5242454797175046,"score_spread":0.4782806270043761,"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."}}