{"id":"W4289780846","doi":"10.2196/35798","title":"Moving to Personalized Medicine Requires Personalized Health Plans","year":2022,"lang":"en","type":"article","venue":"Journal of Participatory Medicine","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Financial plan; Health care; Plan (archaeology); Health plan; Business; Process (computing); Personalized medicine; Actuarial science; Selection (genetic algorithm); Population; Marketing; Finance; Medicine; Computer science; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02564091,0.0006320324,0.0009490439,0.001268754,0.002285733,0.008348638,0.001871993,0.004006425,0.01386833],"category_scores_gemma":[0.04971831,0.0006676452,0.001381229,0.001363626,0.004734528,0.009514762,0.006570419,0.009442861,0.002919991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003304528,"about_ca_system_score_gemma":0.008216393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002122595,"about_ca_topic_score_gemma":0.003413298,"domain_scores_codex":[0.9746801,0.0174024,0.0009748598,0.001453619,0.004491884,0.000997099],"domain_scores_gemma":[0.9626314,0.02397648,0.002129026,0.006461734,0.002740693,0.002060653],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001196161,0.0004784842,0.009022606,0.0007767773,0.0003260796,0.0004749791,0.00377821,0.01281109,0.001594601,0.5038515,0.09772494,0.3690411],"study_design_scores_gemma":[0.00006029256,0.0001470648,0.002854374,0.0007700296,0.0001024817,0.0004490575,0.00192144,0.006284676,0.0007159167,0.8103339,0.1762437,0.0001171092],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02880792,0.006530645,0.3189301,0.5101126,0.001350008,0.001222008,0.0008237119,0.0008212884,0.1314016],"genre_scores_gemma":[0.3905392,0.008768275,0.5353598,0.05193148,0.002096759,0.0009801136,0.0006623504,0.0002700677,0.009392057],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02564091,"threshold_uncertainty_score":0.1356037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5981866793203227,"score_gpt":0.513485438742357,"score_spread":0.08470124057796569,"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."}}