{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001873412,0.0005459519,0.000566402,0.0007118614,0.007252841,0.005199261,0.0009933676,0.004714088,0.1653526],"category_scores_gemma":[0.01172691,0.0004817943,0.0006554867,0.0003844621,0.00291307,0.00605656,0.003941745,0.008761368,0.09048661],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001025202,"about_ca_system_score_gemma":0.001695602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0113902,"about_ca_topic_score_gemma":0.0181065,"domain_scores_codex":[0.9978359,0.0005240833,0.00008691052,0.0002286008,0.0006406092,0.0006839054],"domain_scores_gemma":[0.9960193,0.0005333727,0.000343012,0.0002593309,0.0009645071,0.00188049],"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":[0.00004712101,0.0001121009,0.003602023,0.00009570051,0.00001734025,0.001154356,0.005224871,0.00001416422,0.0004423565,0.002502147,0.944103,0.04268496],"study_design_scores_gemma":[0.00002219017,0.00007297446,0.002603153,0.0003029098,0.00001213384,0.001798394,0.02072593,0.00003968015,0.0001900196,0.001496961,0.9726939,0.00004187726],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.03003539,0.009567014,0.002503,0.5562185,0.05258908,0.0002068125,0.000873803,0.001238759,0.3467677],"genre_scores_gemma":[0.06968021,0.005501336,0.001395036,0.3319316,0.006244199,0.0001511611,0.0004383553,0.0004555176,0.5842025],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1653526,"threshold_uncertainty_score":0.5531595,"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."}}