{"id":"W4403809602","doi":"10.3390/biomedicines12112471","title":"A Multicenter Physician Survey Evaluating the Use of Ki-67 in Breast Cancer Management in Canada","year":2024,"lang":"en","type":"article","venue":"Biomedicines","topic":"Advanced Breast Cancer Therapies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital","funders":"","keywords":"Medicine; Breast cancer; Family medicine; Adjuvant; Oncology; Clinical trial; Internal medicine; Cancer; Gynecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003113326,0.0001474161,0.000272379,0.0001984423,0.00001595638,0.000008505694,0.00009616259,0.00002184946,0.00005902822],"category_scores_gemma":[0.00002593354,0.00009131459,0.00002889759,0.0008229217,0.0001005197,0.0000851497,0.00004266244,0.0001346561,0.000001840485],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006539277,"about_ca_system_score_gemma":0.0004756025,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8628788,"about_ca_topic_score_gemma":0.8222707,"domain_scores_codex":[0.9986746,0.00008708714,0.0003392085,0.0002442916,0.000399631,0.0002552012],"domain_scores_gemma":[0.9993586,0.0002194445,0.00005916938,0.0002411985,0.00007486282,0.00004670562],"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":[0.0008103059,0.00009724513,0.4853209,0.0007316889,0.000252072,0.0001805049,0.001056049,0.0003761397,0.005271034,0.00002070913,0.001268883,0.5046145],"study_design_scores_gemma":[0.001403544,0.0000387608,0.9832275,0.00204886,0.00005663707,0.00001022748,0.0007384346,0.007938637,0.0001086636,0.00001188768,0.004322881,0.00009395551],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988508,0.003484111,0.00003587519,0.006506694,0.0006589692,0.0006065851,0.0001331074,0.00001919281,0.00004745556],"genre_scores_gemma":[0.9977065,0.0002033318,0.0002063076,0.001392284,0.0001631894,0.00008869875,0.00002048595,0.00002504909,0.0001941262],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5045205,"threshold_uncertainty_score":0.3723701,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08150078033372031,"score_gpt":0.3670442316355054,"score_spread":0.285543451301785,"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."}}