{"id":"W4362727263","doi":"10.23977/aetp.2023.070207","title":"Analysis of mental health education for college students in the \"Internet+\" era","year":2023,"lang":"en","type":"article","venue":"Advances in Educational Technology and Psychology","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Confusion; China; The Internet; Psychology; Scale (ratio); Process (computing); Medical education; Public relations; Mathematics education; Medicine; Political science; Psychiatry; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003535126,0.0001451,0.0002087352,0.001103029,0.0007837252,0.0009311399,0.0003167164,0.0003374638,0.002434373],"category_scores_gemma":[0.002001803,0.00009312284,0.0006298847,0.001292895,0.0002660778,0.0006110671,0.001014676,0.0006098941,0.0001694145],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244414,"about_ca_system_score_gemma":0.001826996,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02304352,"about_ca_topic_score_gemma":0.03671915,"domain_scores_codex":[0.9995809,0.00008762911,0.00004660067,0.00003283855,0.00007607375,0.0001759597],"domain_scores_gemma":[0.999024,0.0001384957,0.0002354629,0.00002200877,0.0001690727,0.0004109014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004957124,0.0001808576,0.9820493,0.00005898448,0.00002634834,0.0001148395,0.001871035,0.00003548415,0.00009634174,0.0001202021,0.0004334558,0.01496358],"study_design_scores_gemma":[0.000002574723,0.00003899864,0.9909561,0.00001947608,0.00001878646,0.00003674063,0.008308226,0.0001051947,0.00003219888,0.00002765666,0.0004510305,0.000002974255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981934,0.0001617399,0.00003969993,0.0004285815,0.000008919269,0.00002057662,0.000164559,0.000002365719,0.0009800334],"genre_scores_gemma":[0.9992523,0.0001767106,0.00003920321,0.00006036428,0.000008279726,0.00001242576,0.0001513846,8.851101e-7,0.0002983449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02304352,"threshold_uncertainty_score":0.04581875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02884524323757063,"score_gpt":0.5053103902084037,"score_spread":0.4764651469708331,"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."}}