{"id":"W2807627651","doi":"10.3399/bjgp18x697121","title":"Making sense of sadness: eliciting illness meaning and experience of depression in rural Irish males","year":2018,"lang":"en","type":"article","venue":"British Journal of General Practice","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Medicine; Irish; Thematic analysis; Psychological intervention; Social isolation; Psychiatry; Mental illness; Qualitative research; Population; Sadness; Depression (economics); Psychology; Anger; Environmental health","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":[],"consensus_categories":[],"category_scores_codex":[0.001443382,0.0001022787,0.0003722628,0.0001088227,0.0004352853,0.00001708378,0.0001069281,0.00008579775,0.00004613718],"category_scores_gemma":[0.002525219,0.0001031509,0.00004626148,0.0001713803,0.000167061,0.0007780675,0.0001807589,0.0004280823,7.907419e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003732338,"about_ca_system_score_gemma":0.00007106901,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001494194,"about_ca_topic_score_gemma":0.0002740135,"domain_scores_codex":[0.997674,0.0006491456,0.0009584462,0.0001218489,0.0003272507,0.0002692903],"domain_scores_gemma":[0.9969095,0.0007097721,0.00146804,0.00008458769,0.0007739133,0.00005420442],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001140177,0.0002167446,0.7719837,0.0005033075,0.0001347514,0.0006245387,0.06798384,0.00003110756,0.03816961,0.0002789132,0.003814023,0.1151192],"study_design_scores_gemma":[0.004757831,0.0005836959,0.6704563,0.01968006,0.0002126692,0.004091754,0.2841121,0.0003380011,0.007669232,0.0006550433,0.00682801,0.0006153266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918352,0.002807877,0.0001622662,0.0003736682,0.0004245372,0.0001314959,0.000004460691,0.000006419101,0.00425406],"genre_scores_gemma":[0.9946954,0.001380981,0.003029115,0.000273197,0.0005239271,0.000004273069,5.745433e-7,0.0000155773,0.00007700948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2161282,"threshold_uncertainty_score":0.420637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07039564454577271,"score_gpt":0.4388984816529233,"score_spread":0.3685028371071506,"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."}}