{"id":"W2889889928","doi":"10.23889/ijpds.v3i4.704","title":"Breast cancer care in Alberta: a Patients perspective","year":2018,"lang":"en","type":"article","venue":"International Journal for Population Data Science","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Alberta; Alberta Health Services","funders":"","keywords":"Medicine; Breast cancer; Referral; Family medicine; Health care; Breast surgery; Cancer; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007079252,0.00007268696,0.00009933298,0.0002924019,0.0001615235,0.0001223808,0.0005792183,0.00002645416,0.0001740998],"category_scores_gemma":[0.003650531,0.00006288953,0.0000319772,0.0002929364,0.0001266021,0.002218888,0.0001869977,0.0001342047,0.00001406074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008649754,"about_ca_system_score_gemma":0.000454326,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007599837,"about_ca_topic_score_gemma":0.008854385,"domain_scores_codex":[0.9981645,0.00002049966,0.0005342058,0.0003218695,0.0007925449,0.0001664321],"domain_scores_gemma":[0.995645,0.0001481145,0.0002932936,0.0002316448,0.003576631,0.0001052513],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008042077,0.0001463698,0.9294162,0.000004182088,0.00002824395,0.000003004921,0.0007296994,0.00003026668,0.000104841,0.001197273,0.001735764,0.06579995],"study_design_scores_gemma":[0.002412093,0.0001518793,0.9841855,0.00008775076,0.00003023327,0.0001122265,0.0009327063,0.00673375,0.00002870564,0.0006352678,0.004603601,0.00008630744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9767452,0.00002384306,0.001185124,0.01623183,0.004203562,0.0004789039,0.0007255127,0.000011071,0.0003949827],"genre_scores_gemma":[0.9947096,0.00002207455,0.002834779,0.0008060272,0.001132497,0.000007127599,0.0004248241,0.000007913703,0.00005511762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06571364,"threshold_uncertainty_score":0.9990087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1915335090914785,"score_gpt":0.5665343481342299,"score_spread":0.3750008390427514,"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."}}