{"id":"W2891761818","doi":"10.1108/mhsi-06-2018-0021","title":"Research watch: men’s social inclusion and suicide prevention","year":2018,"lang":"en","type":"article","venue":"Mental Health and Social Inclusion","topic":"Suicide and Self-Harm Studies","field":"Psychology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Hopefulness; Masculinity; Suicide prevention; Value (mathematics); Psychology; Inclusion (mineral); Originality; Social support; Qualitative research; Mental health; Poison control; Social psychology; Medicine; Psychiatry; Sociology; Medical emergency; Social science","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002153669,0.0001747116,0.0003132513,0.0001245882,0.0164507,0.00003226124,0.0001316332,0.0002086509,0.0002484459],"category_scores_gemma":[0.00001682492,0.0001604958,0.00005313152,0.0002233966,0.0004868681,0.000110614,0.004286556,0.0003353949,0.00005182595],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003104639,"about_ca_system_score_gemma":0.0000931691,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006396735,"about_ca_topic_score_gemma":0.002620755,"domain_scores_codex":[0.997195,0.000759591,0.0003678088,0.0004380863,0.0005583909,0.0006811355],"domain_scores_gemma":[0.9993947,0.00009233166,0.0001168865,0.00009518822,0.0001154191,0.0001855111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.001342933,0.0004587767,0.009462952,0.000151603,0.00006390683,0.000008105934,0.7266642,3.318036e-9,0.001195691,0.006827189,0.1074585,0.1463662],"study_design_scores_gemma":[0.01441624,0.01015812,0.1991382,0.0001950566,0.00007845761,0.00005721875,0.3576286,0.00011705,0.0008523594,0.095563,0.3202114,0.001584353],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.950905,0.002403179,0.00001453475,0.03759286,0.0004839626,0.0006343576,0.0000220881,0.0000623353,0.007881728],"genre_scores_gemma":[0.993224,0.0004879792,0.00004991383,0.002801101,0.00113029,0.00004423288,0.00007275056,0.00002320745,0.00216659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3690356,"threshold_uncertainty_score":0.9848297,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1150678084609781,"score_gpt":0.4806463649884406,"score_spread":0.3655785565274625,"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."}}