{"id":"W3153170523","doi":"10.46747/cfp.6704265","title":"Cancer diagnosis in primary care","year":2021,"lang":"en","type":"article","venue":"Canadian Family Physician","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"College of Family Physicians of Canada","funders":"","keywords":"Medicine; Primary care; Cancer; Malignancy; Primary cancer; Intensive care medicine; Adverse effect; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00003027325,0.0001266056,0.0002557634,0.0001135187,0.00006434196,0.00002297982,0.00008341794,0.0000725364,0.00002421904],"category_scores_gemma":[0.000009141765,0.0001411759,0.00008185822,0.0005252501,0.00003483322,0.00009284707,0.00001817895,0.0001946719,0.00005083557],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001658074,"about_ca_system_score_gemma":0.002850738,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.09883986,"about_ca_topic_score_gemma":0.2730051,"domain_scores_codex":[0.9989257,0.00002040504,0.0001444237,0.0002859056,0.0001895866,0.0004340114],"domain_scores_gemma":[0.9991508,0.0000147621,0.00002417539,0.0002595099,0.0001531019,0.0003976847],"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":[0.00004507395,0.00005821915,0.3852811,0.0003154338,0.00008724241,0.004184917,0.0008091776,0.0001005908,0.004166109,0.0004396097,0.09125838,0.5132541],"study_design_scores_gemma":[0.0006610774,0.00003991938,0.749967,0.0007112922,0.00004742926,0.000002538839,0.002917395,0.00001042821,0.0014788,0.00006076606,0.2438882,0.0002151452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6216983,0.0209627,0.000001502079,0.001479255,0.0002630878,0.0001773724,0.00014634,0.00002347882,0.3552479],"genre_scores_gemma":[0.7998284,0.0003714451,0.000117535,0.1988496,0.0002945366,0.0001466158,0.0001426183,0.00002107287,0.000228132],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5130389,"threshold_uncertainty_score":0.9071611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0462827189162302,"score_gpt":0.2930190182721259,"score_spread":0.2467362993558957,"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."}}