{"id":"W4386893439","doi":"10.20944/preprints202309.1207.v1","title":"Specialty Care and Counselling about Hereditary Cancer Risk Improves Adherence to Cancer Screening and Prevention in Newfoundland and Labrador Patients with <em>BRCA1/2</em> Pathogenic Variants: A Population-Based Retrospective Cohort Study","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"BRCA gene mutations in cancer","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Medicine; Breast cancer; Ovarian cancer; Population; Cancer; Specialty; Internal medicine; Oncology; Gynecology; Psychological intervention; Cancer prevention; Mammography; Cohort; Mastectomy; Obstetrics; Family medicine; Environmental health; Nursing","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008846818,0.0001791788,0.0003050719,0.0003817778,0.0009003716,0.000790957,0.0008237655,0.0004164625,0.001887423],"category_scores_gemma":[0.002680021,0.0003160236,0.0004769385,0.0007104655,0.0004080141,0.0003164432,0.0005081723,0.0006376438,0.0001893749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003947772,"about_ca_system_score_gemma":0.003016469,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.691168,"about_ca_topic_score_gemma":0.7869895,"domain_scores_codex":[0.9990932,0.000244407,0.00006369145,0.0001438661,0.0001430319,0.0003118412],"domain_scores_gemma":[0.9981079,0.0002234546,0.0008120756,0.0001244342,0.0002507573,0.0004814758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009942824,0.0001698039,0.9968585,0.000006795957,0.00003958458,0.00002990518,0.000258099,0.00002358645,0.00006946985,0.000007355922,0.0004044745,0.002032956],"study_design_scores_gemma":[0.000009685175,0.0000648432,0.9993452,0.000008835904,0.00002033893,0.00002707799,0.0002803834,0.00009229121,0.00001687959,0.00000226188,0.0001301105,0.000001973121],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992939,0.0001048013,0.0000173708,0.0001230711,0.000004908663,0.000009005813,0.0001695839,0.000002053664,0.0002752484],"genre_scores_gemma":[0.9990125,0.0000827349,0.00006543465,0.0001145413,0.000005151666,0.00001042215,0.0001926387,0.00000129504,0.0005152582],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.308832,"threshold_uncertainty_score":0.6213017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02622683021703583,"score_gpt":0.3079536442219691,"score_spread":0.2817268140049333,"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."}}