{"id":"W3098363273","doi":"10.1111/epi.16739","title":"Precision Medicine: Academic dreaming or clinical reality?","year":2020,"lang":"en","type":"review","venue":"Epilepsia","topic":"Clinical Reasoning and Diagnostic Skills","field":"Medicine","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hotchkiss Brain Institute; University of Calgary","funders":"","keywords":"Clinical neurology; Psychology; Psychoanalysis; Medicine; Cognitive science; Neuroscience","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":["metaresearch","metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.002947374,0.0007294802,0.006223587,0.0001831474,0.00008616357,0.00001806088,0.0005435495,0.00189175,0.001360948],"category_scores_gemma":[0.3165232,0.0004252057,0.001295963,0.0007838777,0.0003986335,0.00005011981,0.0002930942,0.003971638,0.001869653],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001634363,"about_ca_system_score_gemma":0.001412671,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003218392,"about_ca_topic_score_gemma":0.000001685319,"domain_scores_codex":[0.9928485,0.0007672309,0.003620286,0.001328754,0.0008693315,0.0005659355],"domain_scores_gemma":[0.9239811,0.07247867,0.001055874,0.001106967,0.0001267035,0.001250638],"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":[0.0001257348,0.00008779108,0.0001587618,0.002766335,0.000188458,0.0005756792,0.00003306632,2.461303e-8,2.137892e-8,0.0001369791,0.1540713,0.8418559],"study_design_scores_gemma":[0.001052299,0.0009554823,0.0003786124,0.1912247,0.003345401,0.0004001723,0.00001350594,0.00001582383,5.28413e-8,0.0001044055,0.8021839,0.0003257129],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000005833643,0.9866728,0.0001977313,0.003337882,0.001863215,0.001435793,0.00004636446,0.0002835052,0.00615683],"genre_scores_gemma":[0.00001252802,0.9858299,0.000638977,0.001746371,0.007192992,0.00009033756,0.0005343885,0.0001457605,0.003808752],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.8415302,"threshold_uncertainty_score":0.99982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2545166491254092,"score_gpt":0.5307896273623853,"score_spread":0.2762729782369761,"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."}}