{"id":"W2412425497","doi":"10.1177/0840470416642773","title":"Precision medicine","year":2016,"lang":"en","type":"review","venue":"Healthcare Management Forum","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Sunnybrook Health Science Centre","funders":"","keywords":"Precision medicine; Optimism; Psychological intervention; Health care; Healthcare system; Medicine; Data science; Engineering ethics; Computer science; Psychology; Political science; Engineering; Nursing; Pathology","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":[0.0002302191,0.0003652593,0.0007165564,0.0001470011,0.0000967049,0.00001649982,0.0004002982,0.0002964594,0.00007308498],"category_scores_gemma":[0.00004421149,0.0002532979,0.0002510355,0.0001187825,0.00005772951,0.000001305439,0.0005232685,0.0001115585,0.0001521546],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009468942,"about_ca_system_score_gemma":0.0001027784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002854572,"about_ca_topic_score_gemma":0.00006619031,"domain_scores_codex":[0.9980888,0.00007661935,0.0005369225,0.0006386946,0.0001993589,0.0004596546],"domain_scores_gemma":[0.9986151,0.00003746019,0.0002616349,0.0008734703,0.00005310868,0.0001592186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000007765742,0.00001065279,0.000002402292,0.005645337,0.00008961936,0.000008915245,0.000001958028,6.669365e-8,3.940545e-7,0.002750989,0.1046673,0.8868145],"study_design_scores_gemma":[0.0002521351,0.0002618644,0.000001878204,0.008335489,0.0001341423,0.000009894284,0.0000169052,1.780625e-7,0.000001323231,0.0003469661,0.9903632,0.0002760565],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[3.341249e-7,0.9875861,0.0006687438,0.001803225,0.001042098,0.00107211,0.0001181733,0.00001839933,0.007690794],"genre_scores_gemma":[0.000008120502,0.9918458,0.00016492,0.0009429778,0.0008540569,0.0002068136,0.0006349723,0.00007620683,0.005266137],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8865385,"threshold_uncertainty_score":0.999992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02960086227871188,"score_gpt":0.3551205136419793,"score_spread":0.3255196513632674,"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."}}