{"id":"W4379386875","doi":"10.1080/03069885.2023.2219109","title":"Living with loss","year":2023,"lang":"en","type":"article","venue":"British Journal of Guidance and Counselling","topic":"Grief, Bereavement, and Mental Health","field":"Psychology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Athabasca University; University of Calgary","funders":"","keywords":"Psychology; Sociology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007686907,0.0000805391,0.0001804592,0.00006959966,0.0001643579,0.00006428876,0.00009852474,0.00004173325,0.0000933632],"category_scores_gemma":[0.000005799463,0.00008214698,0.00003908622,0.000182252,0.00005816025,0.0001291279,0.000006235739,0.0001967215,0.00003442609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001655216,"about_ca_system_score_gemma":0.00003498734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001188947,"about_ca_topic_score_gemma":0.00008942449,"domain_scores_codex":[0.9989846,0.0000524065,0.0003226573,0.0001346482,0.0002190237,0.0002867026],"domain_scores_gemma":[0.9993914,0.00009612175,0.0002123404,0.0000726913,0.0001084558,0.0001189505],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006576236,0.0008551797,0.2430781,0.00106212,0.0007535781,0.01810415,0.03390875,0.0002603186,0.001121333,0.005884753,0.07294104,0.6213731],"study_design_scores_gemma":[0.007831147,0.003762356,0.7383342,0.02281465,0.000280038,0.06376455,0.03088493,0.0002236968,0.0003148302,0.00818915,0.1221442,0.001456226],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9846407,0.01111129,0.001516686,0.00008864114,0.0004748103,0.00006309328,0.000005158667,0.00002464702,0.002074929],"genre_scores_gemma":[0.9794592,0.01786189,0.0002115526,0.0003427889,0.000335837,0.000003327875,0.000001161389,0.00001894724,0.001765319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6199168,"threshold_uncertainty_score":0.3349857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02154522047390462,"score_gpt":0.3012629751456776,"score_spread":0.279717754671773,"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."}}