{"id":"W7135067476","doi":"10.5376/cge.2024.12.0016","title":"Personalized and Precise Treatment of Cancer","year":2024,"lang":"","type":"article","venue":"Cancer Genetics and Epigenetics","topic":"Gene expression and cancer classification","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"","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":[0.0005815119,0.0003126316,0.0007432069,0.0007027709,0.0003114346,0.001396886,0.0006440713,0.0008528442,0.003440592],"category_scores_gemma":[0.00112482,0.0001936243,0.0004254291,0.0004649078,0.0006979859,0.0009078026,0.0008271963,0.002069718,0.001578019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007178711,"about_ca_system_score_gemma":0.0007734586,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005056932,"about_ca_topic_score_gemma":0.0008291076,"domain_scores_codex":[0.9996189,0.0001147165,0.00001917861,0.00007184646,0.0001314772,0.00004389395],"domain_scores_gemma":[0.9997262,0.00008266139,0.00004336013,0.00007571933,0.00004518796,0.00002680313],"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":[0.0003823413,0.0003881853,0.008682215,0.0008123691,0.0001864474,0.0004065878,0.0002005412,0.007550843,0.07329074,0.07640186,0.03700012,0.7946977],"study_design_scores_gemma":[0.0001817704,0.0007918844,0.03400354,0.0007294656,0.0004672865,0.006340537,0.0004393168,0.01171613,0.07062029,0.2163604,0.6582134,0.0001359311],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1105666,0.3283605,0.3795672,0.09307456,0.004587864,0.0002842472,0.00277901,0.002124118,0.07865588],"genre_scores_gemma":[0.7144813,0.1464606,0.09229337,0.01638853,0.005314791,0.0002623946,0.001818056,0.0003485663,0.02263231],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003440592,"threshold_uncertainty_score":0.0115099,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02576547291358274,"score_gpt":0.3335415006352484,"score_spread":0.3077760277216657,"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."}}