{"id":"W2883036165","doi":"10.2196/10032","title":"Text Mining Mental Health Reports for Issues Impacting Today’s College Students: Qualitative Study","year":2018,"lang":"en","type":"article","venue":"JMIR Mental Health","topic":"Mental Health via Writing","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Outreach; Psychology; Medical education; Ethnic group; Medicine; Sociology; Psychiatry; Political 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":[0.007203606,0.0003587065,0.0004653945,0.004508346,0.003182379,0.002876864,0.0009233548,0.0009837745,0.001982676],"category_scores_gemma":[0.02492981,0.0003326696,0.0003377453,0.005315464,0.002686755,0.002756314,0.002973026,0.001065435,0.0003165356],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002770947,"about_ca_system_score_gemma":0.002874933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006781457,"about_ca_topic_score_gemma":0.01356246,"domain_scores_codex":[0.9966061,0.001931207,0.0003059804,0.0003363479,0.0004813064,0.0003391732],"domain_scores_gemma":[0.9672633,0.02642437,0.002600922,0.0004552478,0.002503239,0.0007529242],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003636007,0.00008977661,0.02127831,0.0006537629,0.00001107956,0.001427421,0.9548993,0.00004750775,0.002255708,0.0005833228,0.001532819,0.01718468],"study_design_scores_gemma":[0.000003447021,0.0000353605,0.01183272,0.0003079502,0.00001090425,0.0002463498,0.9781149,0.0002239296,0.0005922492,0.0001945128,0.008423059,0.00001464695],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9928849,0.000383271,0.001497413,0.001262157,0.00003349732,0.0003557448,0.001170235,0.00001955777,0.002393138],"genre_scores_gemma":[0.9913576,0.0009807842,0.003154415,0.000846214,0.00004482636,0.0008711204,0.0008251528,0.0000458907,0.001874126],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007203606,"threshold_uncertainty_score":0.03809679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0899966365194356,"score_gpt":0.5676984001884297,"score_spread":0.4777017636689941,"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."}}