{"id":"W2052627379","doi":"10.4236/jct.2012.36149","title":"Breast Cancer Therapies Present and Future","year":2012,"lang":"en","type":"article","venue":"Journal of Cancer Therapy","topic":"HER2/EGFR in Cancer Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Langara College; BC Cancer Agency","funders":"","keywords":"Medicine; Breast cancer; Disease; Metastatic breast cancer; Anticipation (artificial intelligence); Acknowledgement; Oncology; Cancer; Metastasis; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0004861585,0.0001568983,0.0003726326,0.0001329408,0.00006355662,0.00003303518,0.0001333601,0.00009132962,0.002519714],"category_scores_gemma":[0.000002743286,0.00009916659,0.0001206993,0.0001793266,0.0001055069,0.0002417453,0.00001996107,0.0004537108,0.000003120081],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002324646,"about_ca_system_score_gemma":0.0004107715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002391884,"about_ca_topic_score_gemma":0.00001500138,"domain_scores_codex":[0.9984339,0.00007783538,0.0003110044,0.0001074362,0.0006803388,0.0003894538],"domain_scores_gemma":[0.9988469,0.00004222074,0.0002056494,0.0001791698,0.0003587118,0.0003673604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001640845,0.0001630479,0.2409114,0.00006676038,0.0005384936,0.00001610429,0.002420314,0.000002516042,0.007563831,0.00004435272,0.02363183,0.7230005],"study_design_scores_gemma":[0.002139106,0.0002244249,0.3510026,0.0001542931,0.00004159832,0.0005232129,0.0003554,0.000004695136,0.003079486,0.00004507272,0.642333,0.00009715893],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6188975,0.3217272,0.00001004431,0.05732156,0.001232967,0.0002316904,0.00002153911,0.00001134819,0.0005461516],"genre_scores_gemma":[0.7121352,0.2643248,0.0001933168,0.001498635,0.02100511,0.00003652569,4.397351e-7,0.00004526886,0.0007606591],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7229034,"threshold_uncertainty_score":0.9983921,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04327647154280934,"score_gpt":0.4089373356508416,"score_spread":0.3656608641080322,"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."}}