{"id":"W3179451794","doi":"10.1002/nur.22168","title":"Depressive symptoms among cancer patients: Variation by gender, cancer type, and social engagement","year":2021,"lang":"en","type":"article","venue":"Research in Nursing & Health","topic":"Family Support in Illness","field":"Social Sciences","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Hamilton Health Sciences","funders":"Korea University","keywords":"Cancer; Variation (astronomy); Medicine; Clinical psychology; Psychology; Gerontology; Internal medicine","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.00253058,0.00009445399,0.0001869223,0.0001354151,0.001496969,0.0001298677,0.0001582594,0.0001232204,0.0001660171],"category_scores_gemma":[0.0002883015,0.0001060022,0.00001743614,0.001004605,0.000431171,0.0002382212,0.00006144861,0.0005385652,0.000003399181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002665642,"about_ca_system_score_gemma":0.002845753,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04617581,"about_ca_topic_score_gemma":0.007482148,"domain_scores_codex":[0.9952648,0.002106219,0.0002551577,0.0004031781,0.001100839,0.0008697865],"domain_scores_gemma":[0.998674,0.0002800899,0.00009781744,0.00011799,0.0006248025,0.0002053055],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005052375,0.000614859,0.5220348,0.0002148697,0.00003828404,0.000009615241,0.1718847,0.00002483149,0.0001194099,0.007802996,0.05338402,0.2438211],"study_design_scores_gemma":[0.001113723,0.00009245053,0.9531999,0.0007178645,0.00001054191,1.869001e-7,0.01752229,0.000198926,0.0001132231,0.00295259,0.02378471,0.0002936252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760774,0.004392635,0.00003457945,0.01180848,0.001290393,0.0007353683,0.00006802841,0.00003988601,0.005553243],"genre_scores_gemma":[0.9957828,0.003025076,0.00004041216,0.0003594263,0.0002730248,0.0001131857,0.00004123209,0.00001918061,0.0003456761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4311651,"threshold_uncertainty_score":0.9998029,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1096201271939922,"score_gpt":0.4807331094085536,"score_spread":0.3711129822145614,"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."}}