{"id":"W2321869572","doi":"10.1097/01.cot.0000464980.55152.63","title":"Early-Stage Breast Cancer","year":2015,"lang":"en","type":"article","venue":"Oncology Times","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Breast cancer; Stage (stratigraphy); Cancer; Clinical Oncology; Oncology; Internal medicine; Mammography; Disease; Family medicine; Gynecology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00739696,0.0001483803,0.000771787,0.0001855091,0.0001004513,0.00003876045,0.0002563967,0.000219516,0.004262844],"category_scores_gemma":[0.0006857924,0.0001823478,0.00007864161,0.0001319587,0.0001063478,0.0003485473,0.0000640803,0.0001706169,0.01281436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001040027,"about_ca_system_score_gemma":0.0005059583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003709949,"about_ca_topic_score_gemma":0.0002865631,"domain_scores_codex":[0.997103,0.0002390332,0.001786125,0.0004190801,0.00006053857,0.0003921849],"domain_scores_gemma":[0.9978113,0.0003545193,0.001088624,0.0003616327,0.0000810846,0.0003028658],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003850024,0.0001462252,0.2297011,0.00005611679,0.0001009948,0.000006449247,0.002727454,0.0001997292,0.000001697162,0.1181543,0.6480878,0.0007796449],"study_design_scores_gemma":[0.001099811,0.0001214943,0.0853556,0.00001735788,0.000006654264,0.00001646952,0.0007229035,0.001135349,0.000002756852,0.009082435,0.9021664,0.0002728111],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3602055,0.004700624,0.0008199384,0.2239793,0.003274924,0.0008179322,0.001321938,0.0002242555,0.4046556],"genre_scores_gemma":[0.8162301,0.0002778206,0.004454203,0.03901018,0.002054323,0.0004125394,0.00005003119,0.00009182951,0.137419],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4560246,"threshold_uncertainty_score":0.9966474,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3572888965632147,"score_gpt":0.4625369162085353,"score_spread":0.1052480196453206,"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."}}