{"id":"W4403422609","doi":"10.61473/001c.120468","title":"Mapping local evidence on early recognition and management of people with potential cancer symptoms: a narrative review","year":2024,"lang":"en","type":"review","venue":"South African Health Review","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Narrative; Cancer; Narrative review; Psychology; Medicine; Psychotherapist; Linguistics; Philosophy; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001381648,0.000648459,0.004385893,0.0002140131,0.0001103873,0.00002269493,0.0002094574,0.0001188311,0.0001228464],"category_scores_gemma":[0.0000679568,0.0004197207,0.000507389,0.001810978,0.0001405534,0.00009723889,0.0001130803,0.0007270855,0.0001123061],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006232969,"about_ca_system_score_gemma":0.001296837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000380039,"about_ca_topic_score_gemma":0.00002815737,"domain_scores_codex":[0.9955712,0.0004555736,0.001581566,0.000953411,0.0008874332,0.0005508471],"domain_scores_gemma":[0.9974135,0.00007558725,0.001262579,0.0005777284,0.0002520339,0.0004186079],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0000195201,0.000009420596,0.000002432799,0.5003976,0.0002400613,0.00004601473,0.0004842032,3.981581e-8,1.568321e-9,0.000006750024,0.001313114,0.4974808],"study_design_scores_gemma":[0.00012647,0.0007361106,0.00002146404,0.7373698,0.004983569,0.0001379966,0.0004626165,6.89852e-7,1.105169e-8,0.000004795328,0.2558971,0.0002594301],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000006823857,0.9902631,0.0001521435,0.001928741,0.0001300001,0.007081694,0.0001746141,0.00005711602,0.0002057518],"genre_scores_gemma":[0.00007494359,0.9940761,0.0003329359,0.00353455,0.0001301567,0.001591014,0.00008754926,0.00006574695,0.0001069678],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4972214,"threshold_uncertainty_score":0.9998255,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1881425927385264,"score_gpt":0.4260574082284286,"score_spread":0.2379148154899022,"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."}}