{"id":"W4377010427","doi":"10.2196/39072","title":"A Digital Solution for an Advanced Breast Tumor Board: Pilot Application Cocreation and Implementation Study","year":2023,"lang":"en","type":"article","venue":"JMIR Cancer","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Audit; Medicine; Multidisciplinary approach; Breast cancer; Cancer","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001152516,0.00009614046,0.0001354056,0.00007289754,0.0001151186,0.00004597305,0.00003587306,0.00001789716,0.00001611597],"category_scores_gemma":[0.000008098758,0.00009200301,0.00002378245,0.0002369442,0.00001975026,0.0004382198,0.00001888669,0.00004268638,0.000008154328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000160843,"about_ca_system_score_gemma":0.00006875427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004731333,"about_ca_topic_score_gemma":0.0009413155,"domain_scores_codex":[0.9991491,0.000009974826,0.0001730248,0.0002753219,0.0002057974,0.0001867842],"domain_scores_gemma":[0.9995536,0.00001568655,0.00008285567,0.0001317709,0.0001318498,0.00008421398],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001794369,0.0001829105,0.2768035,0.00008914452,0.00004490083,0.000002913308,0.0009509415,0.00005091533,0.01585971,0.00008477162,0.002837722,0.7012982],"study_design_scores_gemma":[0.004275882,0.002651588,0.9783685,0.00005748221,0.00008355451,0.00001965607,0.00468153,0.005268164,0.0002992378,0.0001322042,0.003994606,0.0001676127],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994263,0.00006154057,0.001925357,0.0004907993,0.00005778348,0.002748916,0.000137548,0.0001407993,0.0001742697],"genre_scores_gemma":[0.9958509,0.0000152488,0.000147202,0.0001753077,0.0002039065,0.003105949,0.000323339,0.00001668693,0.0001614634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.701565,"threshold_uncertainty_score":0.3751774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06815504259979109,"score_gpt":0.4361602708579655,"score_spread":0.3680052282581744,"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."}}