{"id":"W4391437877","doi":"10.52843/cassyni.9zmznr","title":"Adoption of AI for Precision Medicine","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Artificial Intelligence in Healthcare and Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Precision medicine; Computer science; Data science; Medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.09071377,0.0006998288,0.001114465,0.002906239,0.002042357,0.01099897,0.003068107,0.006987899,0.01812184],"category_scores_gemma":[0.2023426,0.0007167838,0.001781848,0.003162942,0.01314724,0.01653013,0.01072281,0.01242601,0.004153766],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006233666,"about_ca_system_score_gemma":0.01129252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004823309,"about_ca_topic_score_gemma":0.00175514,"domain_scores_codex":[0.8965908,0.05097045,0.00608667,0.008564997,0.03368579,0.004101338],"domain_scores_gemma":[0.6392397,0.2309545,0.01389999,0.05794656,0.05118546,0.006773818],"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":[0.0001640534,0.0001583447,0.01050523,0.0006120827,0.0001716207,0.0001785764,0.003188864,0.002690284,0.001288886,0.8308166,0.02243533,0.1277902],"study_design_scores_gemma":[0.00006692445,0.0001253702,0.01259648,0.001186092,0.00007311411,0.0003930694,0.001593216,0.005418751,0.002854214,0.7335292,0.2420909,0.00007259698],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.04336365,0.01232317,0.1337313,0.3744573,0.002970402,0.0004480866,0.0009093116,0.0008394128,0.4309573],"genre_scores_gemma":[0.8356134,0.007752867,0.06794314,0.05733499,0.003473222,0.0005176365,0.0009404371,0.0006578759,0.02576637],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.09071377,"threshold_uncertainty_score":0.479746,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2964668613467313,"score_gpt":0.5264917437145769,"score_spread":0.2300248823678455,"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."}}