{"id":"W4319790769","doi":"10.1002/mhw.33525","title":"In Case You Haven't Heard…","year":2023,"lang":"en","type":"article","venue":"Mental Health Weekly","topic":"Employment and Welfare Studies","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mental health; Workforce; Work (physics); Spouse; Psychology; Quarter (Canadian coin); Public relations; Nursing; Business; Medicine; Political science; Psychiatry; Engineering","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001068711,0.0001565849,0.000318683,0.0002110709,0.001362306,0.000004499761,0.00008773807,0.00008769041,0.0004768504],"category_scores_gemma":[0.00002967833,0.0001433115,0.00005024182,0.0005186919,0.00004299248,0.0001081667,0.0001986685,0.0004241244,0.002779094],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004488951,"about_ca_system_score_gemma":0.0001825785,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008126733,"about_ca_topic_score_gemma":0.00898198,"domain_scores_codex":[0.9975638,0.000377457,0.0005941454,0.000290881,0.0002200528,0.0009536471],"domain_scores_gemma":[0.9993083,0.0001430413,0.0001156089,0.0002115228,0.00002517878,0.000196298],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004084377,0.00006308352,0.1137003,0.0003080726,0.000009181691,0.0004333433,0.01148941,7.531037e-7,0.00001033152,0.000557335,0.8710416,0.002345791],"study_design_scores_gemma":[0.001778785,0.0002764227,0.1009643,0.0002989281,0.000002979931,0.0000443473,0.0256306,0.00005656902,0.000004256397,0.0005003992,0.870238,0.0002043861],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4945748,0.0003222485,0.00000188257,0.4955493,0.001954323,0.00120296,0.0001014529,0.0002626755,0.006030356],"genre_scores_gemma":[0.5816323,0.0007626009,0.00007343312,0.0168285,0.0005694312,0.0004592584,0.0001435043,0.00006410545,0.3994669],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4787208,"threshold_uncertainty_score":0.9999378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09645641545723753,"score_gpt":0.4804713602712096,"score_spread":0.3840149448139721,"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."}}