{"id":"W2334006210","doi":"10.5649/jjphcs.35.722","title":"Survey on Usage of Dye Pharmaceutical Preparations in Sentinel Lymph Node Biopsy","year":2009,"lang":"en","type":"article","venue":"Iryo Yakugaku (Japanese Journal of Pharmaceutical Health Care and Sciences)","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Care Foundation","funders":"","keywords":"Sentinel lymph node; Medicine; Biopsy; Lymph; General surgery; Internal medicine; Pathology; Cancer","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":[],"consensus_categories":[],"category_scores_codex":[0.001163699,0.0001752128,0.0003387045,0.0001558443,0.0001891537,0.00002258084,0.0002183524,0.00006479034,0.00001347701],"category_scores_gemma":[0.0001491963,0.000134365,0.0000884553,0.0004088503,0.0003587833,0.00002325837,0.00005113041,0.0001578098,0.00000199671],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000069372,"about_ca_system_score_gemma":0.0003155567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008386534,"about_ca_topic_score_gemma":0.00001975409,"domain_scores_codex":[0.998012,0.0002839856,0.0005966419,0.0003043538,0.000395673,0.0004073117],"domain_scores_gemma":[0.9990036,0.0001340743,0.0002121743,0.0001288975,0.0002149673,0.0003062378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001991022,0.001040853,0.92572,0.0001078712,0.00007839195,0.0000434558,0.00248636,0.0007483285,0.04685154,0.000229073,0.0003571175,0.02034601],"study_design_scores_gemma":[0.002588553,0.0005554024,0.9877819,0.00007449742,0.00002456558,0.0001468568,0.0006654526,0.0004042659,0.007272008,0.0000337431,0.0002898444,0.0001629515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943065,0.00293614,0.00003944749,0.00194521,0.0001353555,0.000123988,0.0000245983,0.000004389768,0.000484346],"genre_scores_gemma":[0.9967188,0.0007492739,0.0003354662,0.002062004,0.0001102982,0.000003050495,0.000007764148,0.000005756418,0.00000754187],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06206189,"threshold_uncertainty_score":0.5479246,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05653981515742271,"score_gpt":0.4199573225094536,"score_spread":0.3634175073520308,"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."}}