{"id":"W2335892796","doi":"10.3747/co.23.2773","title":"Formal Evaluation of PYNK: Breast Cancer Program for Young Women—The Patient Perspective","year":2016,"lang":"en","type":"article","venue":"Current Oncology","topic":"Reproductive Biology and Fertility","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Hospital; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Breast cancer; Perspective (graphical); Family medicine; Cancer; Oncology; Bioinformatics; Internal medicine; Artificial intelligence; Computer science; Biology","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":[0.0009989982,0.00008616303,0.0002184357,0.00003456825,0.00006416679,0.000001225847,0.00005809484,0.00008006845,0.0001722777],"category_scores_gemma":[0.0004195802,0.00004183237,0.00007443083,0.00006977384,0.0003212582,0.00005673312,0.00003298256,0.00008713443,0.000003831857],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001023385,"about_ca_system_score_gemma":0.0004292456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001269585,"about_ca_topic_score_gemma":0.00001718909,"domain_scores_codex":[0.9989583,0.0001611211,0.0002108717,0.0002615402,0.0001562307,0.0002519165],"domain_scores_gemma":[0.9981929,0.00008601011,0.0001475091,0.0002148273,0.00130919,0.00004955619],"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":[0.004194231,0.0009823383,0.04518901,0.00003291546,0.00009774745,1.564982e-7,0.002425065,4.452031e-7,0.001492726,0.0003912567,0.0008412871,0.9443528],"study_design_scores_gemma":[0.003700515,0.00299017,0.9479277,0.00005593865,0.0002558017,0.00003903602,0.001890106,0.0001591703,0.001383498,0.002347625,0.03916004,0.00009040385],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893773,0.001552592,0.0001813971,0.004665419,0.001343761,0.002242224,0.00006557869,0.0000217624,0.000549947],"genre_scores_gemma":[0.9970295,0.00007067881,0.00004362281,0.00003750441,0.0003194584,0.002452913,0.000006760757,0.000005568412,0.00003399156],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9442624,"threshold_uncertainty_score":0.2676116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1112715953094602,"score_gpt":0.4593473043484637,"score_spread":0.3480757090390035,"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."}}