{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001313001,0.0001597621,0.0002183861,0.0009363943,0.00181441,0.0007178823,0.0005519236,0.0004236063,0.002407025],"category_scores_gemma":[0.006596378,0.0002184073,0.0002410158,0.003338387,0.0005858489,0.0003382601,0.0005803309,0.0005340732,0.00027171],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01365166,"about_ca_system_score_gemma":0.02290262,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9632536,"about_ca_topic_score_gemma":0.9665231,"domain_scores_codex":[0.9980863,0.0002291205,0.0001820357,0.0001749052,0.0008850176,0.0004426428],"domain_scores_gemma":[0.9915359,0.0008695083,0.001928065,0.0001045741,0.003793042,0.001768923],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005124153,0.00006837774,0.9914381,0.00006937866,0.00001256145,0.00007443011,0.00138804,0.00005584912,0.0001502744,0.00003201424,0.002294097,0.004365779],"study_design_scores_gemma":[0.000006851344,0.00005772732,0.9952714,0.00003448907,0.000006146181,0.00005570069,0.00250345,0.0001922129,0.00005114952,0.000007999345,0.001805893,0.000006985535],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876171,0.0004952079,0.0001187274,0.001614635,0.00001748974,0.0001714896,0.005057051,0.00001394918,0.004894262],"genre_scores_gemma":[0.9966581,0.0005894821,0.0002649967,0.000544185,0.00001165814,0.00005165408,0.001190645,0.000003825498,0.0006854585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03674638,"threshold_uncertainty_score":0.09905022,"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."}}