{"id":"W1498082821","doi":"10.1002/wmh3.131","title":"Why the Shift? Taking a Closer Look at the Growing Interest in Niche Markets and Personalized Medicine","year":2015,"lang":"en","type":"article","venue":"World Medical & Health Policy","topic":"Bioinformatics and Genomic Networks","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Genome Canada","keywords":"Niche; Personalized medicine; Paradigm shift; Economics; Psychology; Medicine; Data science; Ecology; Biology; Bioinformatics; Computer science; Epistemology; Philosophy","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.02006668,0.0003044893,0.000485759,0.001921987,0.01803738,0.0129062,0.001615822,0.004756197,0.003769851],"category_scores_gemma":[0.021036,0.0003971251,0.0003776698,0.003376834,0.02748888,0.01319083,0.006139966,0.006384626,0.000238201],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03396425,"about_ca_system_score_gemma":0.03760565,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3192956,"about_ca_topic_score_gemma":0.3941902,"domain_scores_codex":[0.9859812,0.00786529,0.0002275533,0.0007121087,0.002551327,0.002662506],"domain_scores_gemma":[0.9764925,0.01662888,0.001622859,0.0004065846,0.002802026,0.002047108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003252704,0.00002210789,0.005365467,0.0001707824,0.00001047047,0.001199439,0.8340824,0.0001777457,0.0009739693,0.1403851,0.007687044,0.009892968],"study_design_scores_gemma":[0.000005259106,0.000008958062,0.00287749,0.000149007,0.000004962691,0.0001760866,0.9234797,0.0002477556,0.000190598,0.01488124,0.05794799,0.0000309638],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.4723043,0.004442195,0.009114789,0.4425249,0.0004984128,0.0001465245,0.0002748298,0.00004485559,0.07064917],"genre_scores_gemma":[0.9822228,0.001364599,0.001408063,0.01261353,0.00005250424,0.0000376558,0.00002554692,0.00003081853,0.002244519],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.3192956,"threshold_uncertainty_score":0.6348743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04391064348326739,"score_gpt":0.3513875825602964,"score_spread":0.307476939077029,"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."}}