{"id":"W2365981309","doi":"10.1200/jco.2016.66.6313","title":"Use and Costs of Disease Monitoring in Women With Metastatic Breast Cancer","year":2016,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Breast Cancer Treatment Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"National Cancer Institute; American Society of Clinical Oncology; Breast Cancer Research Foundation; Conquer Cancer Foundation","keywords":"Medicine; Breast cancer; Metastatic breast cancer; Population; Internal medicine; Cancer; Carcinoembryonic antigen; Odds ratio; Positron emission tomography; Oncology; Radiology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004403266,0.0001552251,0.0002230171,0.0005553018,0.0001897355,0.00040442,0.0002849018,0.0003209301,0.0008026191],"category_scores_gemma":[0.003357989,0.0001498681,0.0003414317,0.0008802178,0.0001967287,0.0003074721,0.0004153281,0.0004859992,0.00007390796],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004905963,"about_ca_system_score_gemma":0.0002681326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003868615,"about_ca_topic_score_gemma":0.004900339,"domain_scores_codex":[0.9994383,0.0002095535,0.00006455652,0.00007294954,0.0001268266,0.00008783832],"domain_scores_gemma":[0.9975616,0.0004240752,0.00163293,0.00006549758,0.00008934343,0.000226649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000607555,0.00002037738,0.9974623,0.000009891689,0.00003803215,0.00004768376,0.000009239416,0.0001120761,0.0000370026,0.00001665576,0.00008249772,0.002103403],"study_design_scores_gemma":[0.000004925325,0.00004374389,0.998833,0.00001100053,0.00001845364,0.0003396371,0.00003473232,0.000548874,0.00002295279,0.00003049572,0.0001104353,0.000001732641],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981542,0.0009260615,0.00005581953,0.0002457284,0.000003898294,0.000004118959,0.0003023852,0.000002784182,0.0003049994],"genre_scores_gemma":[0.9994654,0.0002200442,0.0000487975,0.00003544218,0.00001269805,0.000003104426,0.0001863283,5.608015e-7,0.00002762064],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003868615,"threshold_uncertainty_score":0.007692158,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0652389570776558,"score_gpt":0.4147329348760741,"score_spread":0.3494939777984183,"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."}}