{"id":"W2796259595","doi":"10.4018/978-1-5225-3716-8.ch008","title":"Social Media for Mental Health Initiatives","year":2018,"lang":"en","type":"book-chapter","venue":"Advances in healthcare information systems and administration book series","topic":"Impact of Technology on Adolescents","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Humber Polytechnic","funders":"","keywords":"Social media; Mental health; Public relations; Mental illness; Psychology; Political science; Internet privacy; Sociology; Computer science; Psychiatry","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006986755,0.0002602173,0.0004692604,0.0002359476,0.001207059,0.0001993599,0.0001533642,0.0004712862,0.00003244026],"category_scores_gemma":[0.0001567071,0.000282348,0.00005677593,0.00005259564,0.0006896476,0.005748193,0.00002830023,0.0002418714,0.00001659579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003821684,"about_ca_system_score_gemma":0.001010599,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009299901,"about_ca_topic_score_gemma":0.004637075,"domain_scores_codex":[0.997892,0.00007822512,0.001014797,0.0002046471,0.0004386825,0.0003717122],"domain_scores_gemma":[0.9982212,0.0001057959,0.001101604,0.0001172506,0.0003056753,0.0001484642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001315615,0.000007335488,0.0001027492,0.0008194876,0.00001011243,4.912253e-7,0.02215412,1.556258e-7,4.629308e-8,0.9614016,0.004056795,0.01131555],"study_design_scores_gemma":[0.0003508654,0.0003098695,0.0001124692,0.0005364451,0.000003173439,0.000007211722,0.01254392,0.000002560198,0.000002607489,0.008062452,0.9778215,0.0002469782],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0003247636,0.05327341,0.0006678642,0.1254299,0.009214696,0.01365103,0.005315914,0.001110652,0.7910118],"genre_scores_gemma":[0.5941011,0.2193249,0.001997202,0.01148586,0.005798704,0.001186359,0.006406653,0.0002140394,0.1594852],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.9737647,"threshold_uncertainty_score":0.9999629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0339523315896208,"score_gpt":0.36644546454054,"score_spread":0.3324931329509192,"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."}}